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U.S. Disparities in Health: Descriptions, Causes, and Mechanisms

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U.S. Disparities in Health: Descriptions, Causes, and Mechanisms

Annual Review of Public Health

Vol. 29:235-252 (Volume publication date April 2008)
First published online as a Review in Advance on November 21, 2007
https://doi.org/10.1146/annurev.publhealth.29.020907.090852

Nancy E. Adler1,2 and David H. Rehkopf2

1Departments of Psychiatry and Pediatrics, University of California, San Francisco, California 94118; email: [email protected]

2Center for Health and Community, University of California, San Francisco, California 94118; [email protected]

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Sections
  • Abstract
  • Key Words
  • INTRODUCTION
  • DEFINITION OF HEALTH DISPARITIES
  • EMPIRICAL WORK ON DISPARITIES
  • Intersection of SES and Race/Ethnicity
  • Descriptive Findings
  • UNDERSTANDING THE NATURE AND CAUSES OF DISPARITIES
  • CONCLUSION
  • SUMMARY POINTS
  • disclosure statement
  • acknowledgments
  • literature cited

Abstract

Eliminating health disparities is a fundamental, though not always explicit, goal of public health research and practice. There is a burgeoning literature in this area, but a number of unresolved issues remain. These include the definition of what constitutes a disparity, the relationship of different bases of disadvantage, the ability to attribute cause from association, and the establishment of the mechanisms by which social disadvantage affects biological processes that get into the body, resulting in disease. We examine current definitions and empirical research on health disparities, particularly disparities associated with race/ethnicity and socioeconomic status, and discuss data structures and analytic strategies that allow causal inference about the health impacts of these and associated factors. We show that although health is consistently worse for individuals with few resources and for blacks as compared with whites, the extent of health disparities varies by outcome, time, and geographic location within the United States. Empirical work also demonstrates the importance of a joint consideration of race/ethnicity and social class. Finally, we discuss potential pathways, including exposure to chronic stress and resulting psychosocial and physiological responses to stress, that serve as mechanisms by which social disadvantage results in health disparities.

Key Words

race/ethnicity, health disparities, socioeconomic status, social class, causal inference, mechanisms

INTRODUCTION

Few terms have had such a meteoric rise into common usage in the health literature as has “health disparities.” In the 1980s this was a key word in only one article, and in the 1990s there were fewer than 30 such articles. In contrast, during the five years from 2000 through 2004, more than 400 such articles appeared (3). An equivalent increase occurred in the number of articles containing the key term of “health inequalities.” Prior to this time, there was substantial work on the problem of health disparities, but it was usually framed in terms of specific factors such as race or poverty (60).

One of the first uses of the term inequality with respect to health differences was in the title of the Working Group on Inequalities in Health, which issued the Black Report in Great Britain in 1980. In advance, it seemed likely that the working group would find reductions in social class differences in mortality following the provision of universal health care through the National Health Service. However, they found that the gap between the health of low and high social class individuals had actually widened. Around the same time, the Whitehall Study of British Civil Servants (68) revealed significant differences in cardiovascular disease and mortality (69) by occupational level within a population of office-based workers. Notably, differences were not just between those at the top and bottom. Rather, disease prevalence and mortality increased at each step down in occupational grade. Spurred by these and other data, another commission, the Independent Inquiry into Inequalities in Health, made recommendations for policies in Great Britain to reduce health inequalities (2).

During this period, research on socioeconomic and racial/ethnic differences in health was also being conducted in the United States. Beginning in the 1970s, investigators linked death records to socioeconomic data from the Current Population Study, to the U.S. Census, and to Social Security Administration records. The findings documented at a nationwide level substantially higher age-adjusted mortality rates for nonwhites, individuals with less education, individuals with low incomes, and for some occupational categories (16, 58, 59). These data and the British findings provided an impetus to determine the extent and nature of health disparities in the United States and identify ways to reduce them. Efforts have included a report from the National Center for Health Statistics on differences in mortality and morbidity by socioeconomic status (80), Healthy People 2010 (100), which established the goal of eliminating health disparities in addition to the goal of improving health, and the passage of the Minority Health and Health Disparities Research and Education Act of 2000. This legislation established the National Center on Minority Health and Health Disparities to coordinate activities among the NIH institutes. The Institute of Medicine recently reviewed the NIH plan and made a number of recommendations to improve its effectiveness (99).

As reflected in the dual goals of Healthy People 2010, public health research and practice aim both to improve health and to eliminate disparities. Previous papers in the Annual Review of Public Health have examined substantive and methodological aspects of specific types of disparities. Some reviews concerned measurement issues and health effects of poverty, class, and/or socioeconomic status (e.g., 1, 36, 61), of race and ethnicity (e.g., 64, 70, 105), and of rural residence (88). None has considered disparities per se. Eliminating disparities requires a clear definition to allow measurement and monitoring of progress toward that goal and to understand their causes. Here we examine the definition of health disparities and empirical findings on disparities associated with race/ethnicity and socioeconomic status. We then consider methodological challenges and solutions to understanding the causes of health disparities.

DEFINITION OF HEALTH DISPARITIES

The literature lacks a consensually agreed on definition of health disparities. Healthy People 2010 referenced “differences that occur by gender, race or ethnicity, education or income, disability, geographic location, or sexual orientation” (100, p. 14). Carter-Pokras & Baquet (17) identified 11 different definitions of health disparities. Some were inclusive, some limited disparities to those associated with race and ethnicity, and still others defined it only in terms of disparities in health care.

The various definitions imply and sometimes explicitly suggest the relevant comparison group for establishing a disparity. Definitions of racial/ethnic disparities suggest that a group's health status be compared with the majority, the population average, or the healthiest group. Thus, one might compare African American mortality rates to national rates, to European Americans who are the majority group in the United States, or to Asian Americans, who have in aggregate the lowest mortality rates. Depending on the relative size and the relative health of the majority group and the healthiest group, one could reach different conclusions about the extent of a disparity.

With the exception of Murray and colleagues (78), who examined a range of sociodemographic characteristics of groups with markedly different life expectancies, most approaches to disparities start with bases of social disadvantage, which result in differences that are unjust and avoidable (13, 15). Healthy People 2010 distinguishes between a health difference, which results from inherent biological differences (e.g., only women are subject to ovarian cancer and men to prostate cancer), and a disparity, which results from social factors. What constitutes a difference versus a disparity may sometimes be unclear, however. In the example of ovarian and prostate cancer, differential investment in research on treatment and prevention of one disease versus the other could reflect the relative advantage of males versus females. If men have more power to allocate resources for research and health care and differentially provide funding for prostate versus ovarian cancer, the resulting death rates from these diseases could constitute a disparity. This suggests that simple comparisons of mortality rates are not an adequate basis on which to evaluate health disparities. One also needs to know the biological potential of each group. Although women outlive men (a fact pointed to by some who advocate for more attention to men's health as a disparity issue), the gap between current life expectancy and life expectancy under optimal conditions could potentially be greater for women than for men.

Differences in biological potential have been raised in relation to racial/ethnic health disparities, suggesting these are differences rather than disparities. However, the contribution of unavoidable biological differences to overall disparities by race/ethnicity is relatively small. A few diseases (e.g., sickle cell anemia) have a clear primary genetic basis, but these are of a limited number and there is little evidence for a differential genetic basis for the many diseases for which disparities occur (75). For example, African Americans have higher rates of hypertension than do European Americans, which some attribute to differential genetic vulnerability. However, prevalence of hypertension among blacks is lower in Caribbean countries than in the United States and lower still among blacks in Africa. Hypertension rates in Africa are, in fact, equivalent to or lower than rates among whites in the United States (26). These findings suggest that higher rates of hypertension for blacks in the United States compared with other racial/ethnic groups are more likely to be due to social factors than to underlying biological vulnerability.

Health disparities result from both biological differences and social disparities. We focus on the latter not just because the effect is greater, but also because they are avoidable and inherently unjust.

EMPIRICAL WORK ON DISPARITIES

The bulk of research has focused either on disparities due to race/ethnicity or disparities due to social class and socioeconomic resources. Disparities by gender and geography have also been investigated, often in terms of how these factors modify racial/ethnic or social class disparities. Most research has not invoked an explicit model of disparities and studies are shaped and constrained by the availability of relevant data. For example, British studies emphasize social class as determined by occupational status using the Registrar General's measure of social class. This measure has been in use for many years and provides a fine-grained hierarchical ordering of occupations. Nothing comparable exists in the United States, where national data are more likely to include race/ethnicity than measures of socioeconomic position. For example, it was not until 1989 that education was added to the U.S. standard certificate of death, and health records of large population groups such as those enrolled in Kaiser Permanente often include only race/ethnicity but not socioeconomic status (SES). Thus, it has been easier to characterize racial/ethnic disparities in the United States than those linked to social class. The data show that African Americans have higher mortality and poorer health status than does any other group, as do Native Americans. Overall mortality rates are surprisingly higher for non-Hispanic whites than for Hispanics or Asian Americans; relative mortality varies for specific causes of death (3, 94). For 1999–2001, male life expectancy for U.S.-born blacks and whites was 67.5 and 74.8 years, respectively. Life expectancy for U.S.-born Hispanic males (75.2 years) was greater than for non-Hispanic whites and was greater still for U.S.-born Asian/Pacific Islanders (78.9 years). The same pattern is shown for women. For both men and women, the health advantage of Hispanic and Asians compared to U.S.-born whites is even greater for recent immigrants in these groups (see sidebar on Foreign-Born Populations).

FOREIGN-BORN POPULATIONS

Place of birth is a critical and frequently ignored component of socioeconomic and racial/ethnic disparities. To the extent that first-generation immigrants make up a substantial proportion of a given group's population in the United States, immigrants' health advantage may contribute to differences between groups. For most health outcomes (notable exceptions are stomach cancer and liver disease), foreign-born individuals in the United States have lower rates of disease than do their native-born peers. Controlling for demographic and socioeconomic factors, immigrant men and women 25 years of age and older had mortality rates 18% and 13% lower, respectively, than did nonimmigrants (95). Immigrants as a group lived 3.4 years longer on average than did those born in the United States in 1999–2001, an increase over a gap of 2.3 years two decades earlier (94). The gap was largest for native-born vs. immigrant blacks and Hispanics.

Most analyses of health disparities do not include birth place and do not account for the generally lower rates of disease among foreign-born individuals (79). U.S. Hispanics as a group have lower all-cause mortality rates than do non-Hispanic blacks or non-Hispanic whites; a difference that becomes even greater after controlling for household income. The relatively lower rates of all-cause mortality among Hispanics as compared with non-Hispanics in the United States have been well documented, and a large literature investigating the substantive and potentially artifactual reasons for this has emerged (although no clear consensus has been reached yet) (79). Asian Americans, too, show favorable health profiles, with the lowest prevalence of a number of diseases and the lowest all-cause mortality rate of any major racial/ethnic group, and the role of migration processes in these disparities is also an area of active research.

Intersection of SES and Race/Ethnicity

Some definitions limit disparities to those associated with race/ethnicity. This focus has been fostered both by relative availability of data as described above and by social equity concerns based on current and historical racism and discrimination. Such a limitation can be problematic, however, given marked differences in the distribution of racial/ethnic groups across levels of education, income, occupation, and wealth (29, 56). Examining race/ethnicity without simultaneously considering socioeconomic position can attribute too much influence to race/ethnicity per se, and may inadvertently foster an emphasis on biological differences. This point is forcefully made by Isaacs & Schroeder (52) who argue that social class is the “ignored determinant” of health in the United States

Researchers are increasingly looking at how SES and race/ethnicity function jointly and independently to affect health. Socio-economic measures often account for a large part of racial/ethnic differences, although independent effects of race/ethnicity on health outcomes also exist, depending on what outcome is examined. Adequate control for SES across racial/ethnic groups may be difficult to achieve (54). SES indicators may have different meanings for different groups. For example, at the same income level, the amount of wealth and debt differ substantially by racial/ethnic group; Hispanics and African Americans have lower wealth than non-Hispanic whites and Asians at a given income level (14, 24). Similarly, at any given educational level, these groups have lower incomes than do whites (14). Although some studies “control” for SES by adjusting for an indicator such as education or income, this adjustment is insufficient given evidence for independent effects of the different domains of SES. Controlling for a single measure is unlikely to capture the effects of social class per se, and residual confounding may be erroneously interpreted as racial/ethnic differences (14, 54).

Descriptive Findings

A descriptive understanding of socioeconomic and racial/ethnic disparities is important for (a) understanding both long- and short-term trends in health disparities, (b) informing causal investigations of health disparities, (c) targeting resources for prevention and treatments to reduce disparities in specific diseases, and (d) increasing public awareness of the existence and characteristics of health disparities. Below we briefly consider descriptive data regarding mortality disparities, cause-specific disparities, geographic variation in disparities, and time trends in these disparities.

All-cause mortality.

The first U.S. study with a sample size sufficient to allow the examination of socioeconomic disparities within race/ethnicity based on individual-level data was done by Kitigawa & Hauser (58), although data constraints limited comparisons to whites and nonwhites. Using data from the 1960 matched records of persons age 25 and over, they documented that compared with whites, age-adjusted all-cause mortality rates for nonwhites were 34% higher for females and 20% higher for males, correcting for net census undercount. They also examined mortality by education, occupation, income, and geographical location. For white men and women ages 25–64 mortality was respectively 64% and 105% higher for the least compared with the most educated. For nonwhite men and women the comparable difference in mortality by education was 31% and 70%, respectively. Pappas et al. (81) revisited this work, with data from 1986, showing a relatively sharper decrease in mortality over this time period for higher-income and more-educated individuals, thus creating greater relative disparities by income and education overall and within racial/ethnic groups over time. This and other work also highlights the importance of disparities based on social class for both women and men, despite some earlier work that suggested smaller social class disparities among women (72).

In addition to dichotomizing race into white and nonwhite, earlier U.S. research generally dichotomized income into below versus above the poverty line. Publication of the Whitehall study inspired researchers to see if SES formed a graded association with health in the United States, as it did in England. Multiple studies have now demonstrated SES gradients by income and by education for a range of health outcomes including mortality, incidence of cardiovascular disease, arthritis, diabetes, asthma, cervical cancer, depression, and disability in children, adolescents, and both younger and older adults (4, 22, 43, 76). Although these associations occur across the distribution, they are generally stronger at the lowest levels of income and education (8, 33, 91).

Cause-specific mortality.

Studies uniformly find higher all-cause mortality for blacks than for whites under age 65, but within this overall trend there is heterogeneity by cause of death. For example, data from the National Longitudinal Mortality Study (NLMS) of 1.3 million persons (89) reveal a racial/ethnic difference for mortality from many but not all diseases. Black and white men under age 65 had approximately the same standardized mortality ratio (SMR) for ischemic heart disease, whereas (in order of magnitude of difference) black men had substantially higher SMRs than did whites for homicide, hypertensive heart disease, esophageal cancer, and pulmonary circulation but had relatively lower SMRs for aortic aneurysm, suicide, leukemia, and chronic obstructive pulmonary disease (COPD). Black women had substantially higher rates of homicide, hypertensive heart disease, diseases of pulmonary circulation, nephritis, and stomach cancer than did white women, with comparatively lower levels of suicide, COPD, and leukemia.

Howard et al. (51) also used data from the NLMS and found that SES accounted for different amounts of black-white mortality differences depending on the cause of death. For men, SES accounted for 30%–55% of the black-white mortality differences for accidents, lung cancer, stomach cancer, stroke, and homicide, but less than 17% of the differences for prostate cancer, pulmonary disease, and hypertension. For women, SES accounted for 37%–67% of differences for accidents, ischemic heart disease, diabetes, and homicide, but less than 17% for hypertension, infections, and stomach cancers. However, only income and education were used as SES controls, which could underestimate the contribution of SES to black-white mortality differences. Kington & Smith (57) found that with more complete demographic controls including wealth, racial/ethnic differences in functional limitation in health of older individuals were eliminated, although differences remain for other chronic diseases.

Wong et al. (106) also studied the contribution of education and race/ethnicity to different causes of death. Whereas many causes of death contributed in a similar way to both racial/ethnic and educational disparities in mortality (e.g., cardiovascular disease, liver disease), other causes were responsible for greater educational differentials (e.g., cancer, lung disease) or greater black-white differences (e.g., hypertension, lung disease, homicide). The data from these studies show that although the direction of disparities is fairly consistent, the extent of socioeconomic and racial/ethnic disparities and their interactions differ substantially by cause.

Geographic variation.

Although marked differences in mortality rates across the United States have been noted, the extent to which socioeconomic factors and race/ethnicity explain these variations had not been adequately studied. However, data from within metropolitan areas reveal a geographic variation that can be substantially explained by considering these factors. These data also suggest that differences in local socioeconomic conditions have a greater impact on African American mortality than white mortality, resulting in an interaction between socioeconomic factors and race/ethnicity with respect to geography (23, 98). This is consistent with data from the NLMS (89) showing that the locations with the lowest mortality rates for whites and for blacks were at an equivalent level, even as overall rates were higher for blacks. These studies of geographic differences show the importance of area context for disparities and note that relationships among race/ethnicity, class, and health are not fixed, even within the United States during a given time period.

Changes in disparities over time.

The magnitude of disparities in mortality by race/ethnicity and by SES have changed over time, providing further evidence that these disparities are changeable and preventable. Preston & Ilo (86) confirmed Pappas's finding of increasing education gradients for all-cause mortality for men since 1960 but also found that education differentials in mortality declined for women 25–64 and remained stationary for women 65–74. Ward et al. (104) examined disparities in cancer mortality by race/ethnicity 1975–2000. Prior to 1980 investigators saw no black/white disparities in breast cancer mortality among women and saw slightly higher rates of colorectal cancer mortality among white as compared with black men. But this changed, and by 2000, black women had higher breast cancer mortality than did white women and black men had higher colorectal cancer mortality than did white men. The black-white gap in overall life expectancy decreased from 1975 to 1984, increased from 1984 to 1992–1994, then decreased again through 2004 (48). Most of these changes stemmed from relative improvements for blacks in specific causes of death (e.g., relatively greater decreases from 1994 to 2004 in homicide and unintentional injuries for both sexes and for HIV for men and heart disease for women).

Disparities in risk factors for disease have also changed over time. For example, Zhang & Wang (108) examined obesity rates among U.S. women 20–60 years old from 1971 to 2000 using data from the National Health and Nutrition Examination Survey (NHANES). Owing to rapid increases in obesity prevalence among all educational groups, education disparities actually decreased, although all groups were worse off. These results highlight the importance of overall population trends for assessing progress in reducing health disparities.

Changes in disparities over the life course.

The extent and nature of health disparities changes over the life course. Substantial disparities begin at birth; babies born to mothers who are poor, have lower education, and/or are African American are smaller at birth and are more likely to die within the first year of life. Disparities are smallest during childhood, adolescence, and early adulthood and greatest in middle age, becoming weaker again in older populations (5). The primary explanation for diminished disparities in older populations is that the least healthy individuals are no longer in the population, and mortality will eventually be experienced by all regardless of socioeconomic status and race/ethnicity. Although selection over time can produce artifactual population patterns (102), the proportion of the narrowing of disparities explained by selection is unclear. There may also be etiologic reasons, including the provision of safety net supports such as Social Security and Medicare, which are available to older adults and may reduce and/or buffer the effects of disadvantage.

Variation by measure of SES.

Occupation, income, and education have different associations with health outcomes (58, 89). As currently operationalized, education and income are generally more strongly associated with health in U.S. data than are measures of occupation other than employed versus nonemployed. However, weaker associations with occupation may be due to the use of standard U.S. occupational measures (14). Using a classification based on the new U.K. national statistics social class measure—which categorizes individuals as managers/professionals, intermediate, small employers and self-employed, lower supervisory and technology, and semiroutine/routine or not in labor force—Barbeau et al. (9) found occupational associations with current smoking status as strong as those with education or income. Variations by SES measure used speak to the frequent recommendation of using discrete measures of SES such as education or income rather than a composite (32). In addition to empirical reasons, use of specific SES measures clarifies intervention possibilities.

UNDERSTANDING THE NATURE AND CAUSES OF DISPARITIES

General patterns of disparities over the late twentieth century in the United States are similar: Those with fewer resources have worse health outcomes for a number of different causes. But variations by health outcome, place, time, and age point to the fact that these associations are not fixed or immutable, and that this heterogeneity should be used to better understand the causes of disparities. Kunitz (63) places links between distribution of resources and health within particular historical, socioeconomic, and cultural contexts. Given these variations, a deeper understanding of off-diagonals may be informative about the nature of disparities. This analysis would include diseases that do not show disparities or are more prevalent in more advantaged groups (e.g., black-white differences in kidney function and socioeconomic differences in breast cancer). It would also include those who do not show expected patterns such as immigrants (see sidebar), low-SES individuals in good health, and high-SES individuals in poor health. Finally, international comparisons of socioeconomic disparities highlight the importance of national contexts for understanding the nature of health disparities.

Establishing Causality

There are clearly documented associations of SES and health outcomes, but the causal link is still debated. Some questions are methodological, dealing with alternative explanations for the associations. Others are concerned with the nature of the mechanisms by which these upstream factors influence health. SES is unlikely to affect health directly (e.g., having more dollars in one's pocket is not health protective). Rather, it shapes life conditions that, in turn, influence health. In this section we first consider the methodological challenges to understanding causes of health disparities and then consider potential mechanisms by which SES may affect morbidity and mortality.

Methodological challenges—alternative explanations.
When asserting that a measure of SES leads to sub-optimal health and premature mortality, researchers must address possible alternative explanations for the associations that are found (42, 45). The first possibility is that associations result from random chance; this possibility can be assessed by specifying confidence intervals around the effect estimate or p-values. Second, associations may be due to conditioning on an effect of the exposure and outcome occurring either through the selection of the sample (i.e., selection bias) or through use of inappropriate control variables (42, 50). Avoiding this possibility requires using a causal understanding of the process that created the data to inform sample selection and an appropriate choice of control covariates.

A third challenge is that the presumed health outcome may cause the exposure (reverse causation or health selection bias) (58, 96). For example, illness may prompt individuals to decrease work hours, change to less demanding and lucrative jobs, or leave the labor force entirely. Using data from the Health and Retirement Study of individuals over the age of 50, Smith (96) found that wealth decreased by $17,000, and earnings by $2600 per year with the onset of major disease. Collecting measures of income that predate the health assessment through longitudinal designs, data linkage or retrospective earnings recall can decrease reverse causation potential between income and health. Using a lagged approach with longitudinal data, McDonough et al. (71) found little difference in predicting all-cause mortality between a one-year lag and a five-year lag, thus questioning the importance of reverse causation for explaining the mortality associations. Using another approach to account for health selection, Benzeval & Judge (10) controlled for initial health status in addition to using measures of income prior to disease onset, and the associations between income and health outcomes remained.

There is less reason for concern about reverse causation between education and health. Generally the temporal lag between education exposure and adult health outcomes argues against adult health impacting education (58). However, childhood illnesses and low birthweight may contribute to lower educational attainment (18, 25). These factors are themselves a function of SES. Haas (46) demonstrated that disadvantaged social background led to sub-optimal health in childhood, which made a subsequent impact on adult social class.

Overall, although health can affect SES, SES signficantly affects health. The extent of reciprocal influence for specific outcomes is generally not understood. Longitudinal data with health, education, income, labor force participation, and wealth measures over time can more accurately model the process of social stratification and the extent to which causation and selection impact specific health outcomes at different points in the life course.

A fourth concern is whether associations result from the joint association of SES and health with a common underlying cause such as genetic factors, time preferences/delayed gratification (39), or cognitive ability (44). As with reverse causation, these confounders may themselves reflect SES. Early family environments affected by parents' education and income may shape all three of these potential confounders, including the extent to which genetic potential is realized through epigenetic processes. As evidence of the importance of SES and child environments for adult health increases, rather than viewing these factors as undermining evidence for the importance of socioeconomic factors on health, they should be viewed as part of the dynamic process between SES and health over the life course.

Data structure and methods.
In addition to collecting appropriate data to control for potential alternative explanations in regression models, several types of data structures can also facilitate better determination of causal relationships and help rule out alternative explanations for observed correlations. True experiments are rare because individuals cannot easily be randomly assigned to levels of education, income, or occupation. However, experimental trials of interventions that modify some aspect of SES or factors associated with it are informative. Researchers have also taken advantage of natural experiments to assess the effects of economic or policy changes that affect an individual's SES but are not due to his or her own characteristics or behaviors. These reduce confounding and allow for a more easily conceptualized counterfactual (45). Relevant examples include using German reunification to estimate the effects of income on health (38), changes in the Earned Income Tax Credit to estimate the effects of household income on children's test scores (28), enactment of schooling laws to estimate the effects of education on mortality (66), and changes in legislation affecting Social Security benefits to estimate the effects of income on mortality in an older population (97). With the exception of the Social Security payments, these studies confirm the effects from observational studies of socioeconomic factors to health.

Data with repeated measures on individuals over time also provide some strength for making causal claims (87). Repeated measures allow observation of the temporal sequence of cause and effect. Birth cohorts provide particularly rich data for modeling early life confounders and exposures of interest. Three British studies of representative samples of children born in 1946, 1958, and 1970 have provided critical data about the causes of health disparities and have shown the impact on adult health and behaviors of early life exposures and socioeconomic position at different points in life (84, 103). Using data from the 1958 cohort, Power at al. (85) found a number of causes of health inequalities at age 33, including class at birth, socioemotional adjustment, educational level, and psychosocial job strain. In the absence of a birth cohort, follow-up of members of completed studies of children and adolescents can provide some of the same advantages (41).

Analytic approaches.
In addition to the design approaches described above, new analytic methods are facilitating a better understanding of the causes of health disparities. Five methods that may be particularly useful are propensity score matching, instrumental variables, time-series analysis, causal structural equation modeling, and marginal structural models.

Propensity scores provide an analytical method for balancing factors associated with being in either of the analytical comparison groups of interest in a particular study (e.g., high versus low education). If assumptions are met it allows for unbiased causal estimates of the exposure under study (27, 90). They have been used to identify the effects of gun violence exposure on subsequent violent activity (11), neighborhood characteristics on dropping out of high school (47), and neighborhood socioeconomic environment on cardiovascular mortality (30). This approach is based on the same principle as adjusting for confounders in a regression model and similarly requires all confounders be measured. However, they facilitate assessment of whether overlap of confounding variables actually allows one to compare the analytic groups of interest appropriately, and they also provide power to control for a larger number of confounding covariates.

Instrumental variables (IV) offer advantages when analyzing data from natural experiments or similar designs. The crucial assumption is the availability of a variable (the instrument) that does not directly affect the outcome but is only associated with the predictor of interest, and where the exposure (instrument) is not itself influenced by known confounders (7). This approach has been used to show causal effects of income on health outcomes (34) and to demonstrate the effect of years of schooling on all-cause mortality (66).

Time-series analyses are particularly helpful for evaluating policy changes or other population exposures by analyzing the variation in health outcomes over time, while allowing investigators to identify and remove temporal autocorrelation and also account for lag effects between exposure and outcome. Particularly useful are data from multiple locations with different temporal ordering of the exposure to remove more general temporal trends. This approach has been used to demonstrate the effects of unemployment on alcohol abuse (19) and on very low birthweight (20) and to examine trends in black-white disparities over time (65).

Structural equation models have been used extensively in the social sciences to understand complex relations between variables and to test relationships among hypothesized causes, mediators, and outcomes. Despite controversy, work over the past two decades by Pearl and others (82, 83) has clarified the conditions under which the models may be used to represent cause. A significant innovation for gaining this understanding is the use of directed acyclic graphs (DAGs), a graphical language for describing causal relations. These form a framework for representing assumptions about elements of the causal pathways from social exposures to outcomes and information about possible confounders. Explicit delineation of the proposed causal structures through DAGs allows other researchers to evaluate the assumptions made and to build on the proposed structures. These models facilitate identification of valid empirical tests of proposed causal models (31). This is helpful in testing proposed mediators between social class and health (55). A causal structural modeling approach using DAGs is also mathematically equivalent to marginal structural models (82), which allow (when assumptions are met) a determination of the overall causal effect of an exposure within a framework based on treating unobserved counterfactuals as missing data (101).

Chandola et al. (21) used this approach with data from the 1958 British Birth Cohort to examine the relative contributions of six different pathways connecting education and health. The structural model included factors at age 7 (cognitive ability, father's social class), age 16 (adolescent health), age 23 (education), age 33 (adult social class, sense of control, healthy behaviors), and age 42 (adult health). It showed no direct effect of education on adult health but showed significant effects through adult social class, control, and behaviors, with differences by gender in the strength of pathways (21). A similar approach was taken by Mulatu & Schooler (77) in examining the relative strength of behavioral and psychosocial pathways between SES and health.

Pathways and Mechanisms

Much recent research has attempted to explicate the pathways and the mechanisms by which SES influences health. Although few studies have explicitly tested these through structural equation models, the studies provide many candidates. Physical and social environments, including a person's home, school, work, neighborhood, and community, vary by SES and affect the likelihood of individuals' exposure to both health-damaging conditions and health-protecting resources. Health-damaging exposures within these pathways include early life conditions, inadequate nutrition, poor housing, exposure to lead and other toxins, inadequate health care, unsafe working conditions, uncontrollable stressors, social exclusion, and discrimination (5, 6, 105).

Some of the exposures listed above have direct effects on health, whereas others may influence psychological dispositions and behaviors that have health consequences. A vast literature demonstrates the contribution of psychosocial and behavioral factors to morbidity and mortality. These factors include cognition and emotion (e.g., depression, hopelessness, hostility, and lack of control) and behavior (e.g., use of cigarettes, alcohol, and other substances). Gallo & Matthews (40) observed that substantial evidence links negative emotions with many health outcomes and links SES with negative emotions, but few studies have analyzed these pathways together. For example, hostility and hopelessness are strongly predicted by childhood socioeconomic position (49) and are linked, in turn, to poorer health (12, 37, 40). However, the extent to which the links between childhood SES and adult health are accounted for by hostility and hopelessness has not been determined.

The few studies that have considered mediation by psychosocial factors provide supportive findings, but these have used regression rather than structural equation models. For example, Marmot et al. (67) examined the role of sense of control over one's work in explaining health disparities within the Whitehall sample. The higher the grade of the civil servants, the more control they experienced in relation to their work conditions. Consistent with hypothesized mediation, the association of occupational grade with health was substantially reduced when adjusted for sense of control.

A common element in many of the proposed mechanisms linking SES to health is differential exposure to stress. Disadvantaged environments expose individuals to greater uncertainty, conflict, and threats for which there are often inadequate resources to respond effectively. These experiences cumulate to create chronic stress. Until recently, stress research focused primarily on acute stress, which is more easily modeled in the lab, and was based on a model of homeostasis. The development of the model of “allostatic load” (AL) (73) provided a major conceptual advancement to understand health disparities. This model posits that the body does not simply reestablish homeostasis after experiencing a perturbation associated with a stressor. Rather, with repeated exposures, set points for various systems involved in the stress response, including the endocrine, metabolic, cardiovascular, and immune systems, may shift. Although the body may be in balance, the systems become burdened and dysregulated by the costs of the repeated adaptation cycles (74). Precise ways to assess AL are still being developed, but early findings suggest that it is a useful approach. Seeman et al. (92, 93) assessed AL in terms of 10 dysregulation indicators in a sample of older adults who had no major diseases at baseline. AL scores were higher in those with less education and predicted subsequent decline in physical and cognitive functioning, new cardiovascular disease, and seven-year mortality. Using data from the Normative Aging Study, Kubzanksy et al. (62) also found higher AL among those with less education and further found evidence that the effect was partially mediated by hostility.

Although the effects of chronic stress cumulate over time, the biological manifestations may be seen relatively early in life. Evans (35) found that children from disadvantaged environments had higher AL than did children from more affluent backgrounds, and one indicator of AL was found in structural equation models to mediate the impact of poorer housing conditions on illness-related school absences (53).

These examples are a few of thousands of studies on a variety of potential mechanisms and pathways. Most of these have not been linked specifically with health disparities but provide detailed information on different levels of cause that could result in disparities. Data sets with adequate measures of socioeconomic factors and race/ethnicity, potential psychosocial and biological mechanisms, and health outcomes are necessary to best understand pathways. These then can be analyzed using techniques such as causal structural models that allow modeling and testing of multiple direct and indirect pathways to health outcomes that are the bases of disparities.

CONCLUSION

Substantial health disparities exist in the United States by social class and race/ethnicity. It would, of course, be preferable to eliminate disparities by addressing the root causes, changing the inequitable resource distribution that now accompanies SES and race/ethnicity as well as other bases of disparity. For effective policy development and interventions, we need persuasive data on the causes of disparities. This entails moving beyond associations to establish causal relationships. In addition, understanding the pathways and mechanisms that mediate these effects provides more information about the multiple causes of health disparities and offers possible interventions to alleviate their occurrence.

SUMMARY POINTS

1.

In the United States, health disparities associated with race/ethnicity and socioeconomic status (SES) are widespread.

2.

Variation in disparities by cause of death, geographic region, and time suggest that disparities are modifiable and avoidable.

3.

Differences in distribution across levels of SES for blacks and whites may account for many racial/ethnic health disparities; socioeconomic causes of racial/ethnic disparities cannot be ruled out without comprehensive measures of SES.

4.

A variety of strategies can be used to provide stronger evidence of causal influences of SES on health, including use of data structures, such as natural experiments, and analytic methods, such as structural equation modeling.

5.

Identifying pathways and mechanisms by which SES and race/ethnicity affect health provides better evidence of causation and more options for intervention to eliminate disparities.

6.

Evidence shows multiple pathways from SES and race/ethnicity to health; one pathway is through differential exposure to chronic stress and its resulting biological toll.

disclosure statement

The authors are not aware of any biases that might be perceived as affecting the objectivity of this review.

acknowledgments

We appreciate helpful input on earlier drafts from S. Leonard Syme, Belinda Needham, Candyce Kroenke, James Scott, Lisa Bates, Maria Glymour, and Judith Stewart. We also thank Marilyn Vella for her skilled and cheerful help on the manuscript's preparation, and the Robert Wood Johnson Foundation Health and Society Scholars Program and the MacArthur Foundation for their financial support.

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      • ...Racial/ethnic differences in income markedly underestimate differences in wealth (13)....
      • ... [although education is a stronger predictor for other outcomes (52) and both are likely to matter (13, 58)]....
      • ...the observed effects of race/ethnicity on adult health after adjustment for available socioeconomic measures suggest a potential role for unmeasured social influences (13)—e.g., ...
      • ...Development of better measures of these influences is in its infancy (13, 37, 80, 118)....
    • Psychological Perspectives on Pathways Linking Socioeconomic Status and Physical Health

      Karen A. Matthews1 and Linda C. Gallo21Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania 15213, and2Department of Psychology, San Diego State University, San Diego, California 92120; email: [email protected], [email protected]
      Annual Review of Psychology Vol. 62: 501 - 530
      • ...and that occupation categories contain considerable variation in prestige, earnings, and other factors (Braveman et al. 2005)....

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    Braveman P, Gruskin S. 2003. Defining equity in health. J. Epidemiol. Community Health 57:254–28
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    • Measures of Racism, Sexism, Heterosexism, and Gender Binarism for Health Equity Research: From Structural Injustice to Embodied Harm—An Ecosocial Analysis

      Nancy KriegerDepartment of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Harvard University, Boston, Massachusetts 02115, USA; email: [email protected]
      Annual Review of Public Health Vol. 41: 37 - 62
      • ...unnecessary, and preventable differences in health status between social groups (26, 194)....
    • Disparities in Access to Oral Health Care

      Mary E. Northridge,1,2 Anjali Kumar,1 and Raghbir Kaur11NYU Langone Dental Medicine–Brooklyn, Postdoctoral Residency Program, Brooklyn, New York 11220, USA; email: [email protected], [email protected], [email protected]2Hansjörg Wyss Department of Plastic Surgery, NYU School of Medicine, Brooklyn, New York 11220, USA
      Annual Review of Public Health Vol. 41: 513 - 535
      • ...Disparities in oral health care are differences that are both unnecessary and avoidable and also considered unfair and unjust (16, 17, 132, 146, 147; see the sidebar titled Oral Health Care Disparities and Equity in Oral Health Care)....
    • Addressing Health Equity in Public Health Practice: Frameworks, Promising Strategies, and Measurement Considerations

      Leandris C. Liburd, Jeffrey E. Hall, Jonetta J. Mpofu, Sheree Marshall Williams, Karen Bouye, and Ana Penman-AguilarOffice of Minority Health and Health Equity, Centers for Disease Control and Prevention, Atlanta, Georgia 30341-3717, USA; email: [email protected], [email protected], [email protected], [email protected], [email protected], [email protected]
      Annual Review of Public Health Vol. 41: 417 - 432
      • ...Such strategies include more equitable distribution of basic social goods (5, 8, 16, 18, 56)....
      • ...Braveman & Gruskin (16) define health equity as “the absence of systematic disparities in health (or in the major social determinants of health) between social groups who have different levels of underlying social advantage/disadvantage—that is, ...
      • ...measurement of health equity must include measurement of health disparities in relation to how the disparities are distributed socially (16)....
      • ... are closely aligned with Braveman & Gruskin's (16) and the OMHHE's definition for the measurement of health equity in that they incorporate the importance of measuring health equity in the context of social hierarchy to assess and illuminate health disparities and their determinants....
      • ...Similar to Penman-Aguilar et al. (55) and Braveman & Gruskin (16), Rust et al. focus on the measurement of health disparities as a means to achieve health equity....
    • Partnerships, Processes, and Outcomes: A Health Equity–Focused Scoping Meta-Review of Community-Engaged Scholarship

      Kasim Ortiz,1,2,3 Jacob Nash,2 Logan Shea,2 John Oetzel,4 Justin Garoutte,2,5 Shannon Sanchez-Youngman,2,6,7 and Nina Wallerstein21Department of Sociology and Criminology, University of New Mexico, Albuquerque, New Mexico 87131, USA; email: [email protected]2College of Population Health, Center for Participatory Research, University of New Mexico, Albuquerque, New Mexico 87131, USA3Institute for the Study of “Race” and Social Justice, University of New Mexico, Albuquerque, New Mexico 87131, USA4Waikato Management School, University of Waikato, 3240 Hamilton, New Zealand5Behavioral Health Research Center of the Southwest (BHRCS), Pacific Institute for Research and Evaluation (PIRE), Albuquerque, New Mexico 87106, USA6Center for Social Policy, University of New Mexico, Albuquerque, New Mexico 87131, USA7School of Public Administration, University of New Mexico, Albuquerque, New Mexico 87131, USA
      Annual Review of Public Health Vol. 41: 177 - 199
      • ...participatory research has become a well-recognized strategy to improve health equity (16, 17)....
    • Relative Roles of Race Versus Socioeconomic Position in Studies of Health Inequalities: A Matter of Interpretation

      Amani M. Nuru-Jeter,1,2 Elizabeth K. Michaels,2 Marilyn D. Thomas,2 Alexis N. Reeves,2 Roland J. Thorpe Jr.,3 and Thomas A. LaVeist41Division of Community Health Sciences, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected]2Division of Epidemiology, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected], [email protected], [email protected], [email protected]3Department of Health, Behavior, and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland 21205, USA; email: [email protected]4Department of Health Policy and Management, Milken Institute School of Public Health, George Washington University, Washington, DC 20052, USA; email: [email protected]
      Annual Review of Public Health Vol. 39: 169 - 188
      • ...many observed racial and socioeconomic differences in health may be viewed as inequities, which by definition are unjust and preventable (15, 90)....
      • ...Furthermore, associations may vary for different health outcomes (14, 15)....
    • Race, Law, and Health Disparities: Toward a Critical Race Intervention

      Osagie K. Obasogie,1 Irene Headen,2 and Mahasin S. Mujahid31Joint Medical Program, School of Public Health, University of California, Berkeley, California 947202Division of Community Health Sciences, School of Public Health, University of California, Berkeley, California 947203Division of Epidemiology, School of Public Health, University of California, Berkeley, California 94720
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      • Health Inequalities: Trends, Progress, and Policy

        Sara N. Bleich,1,2 Marian P. Jarlenski,1 Caryn N. Bell,1,2 and Thomas A. LaVeist1,21Department of Health Policy and Management, and2Hopkins Center for Health Disparities Solutions, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland 21205; email: [email protected], [email protected], [email protected], [email protected]
        Annual Review of Public Health Vol. 33: 7 - 40
        • ...Apart from the view that health inequalities represent a societal injustice (16, 93), ...
      • HEALTH DISPARITIES AND HEALTH EQUITY: Concepts and Measurement

        Paula BravemanCenter on Social Disparities in Health, University of California, San Francisco, San Francisco, California 94143-0900; email: [email protected]
        Annual Review of Public Health Vol. 27: 167 - 194
        • ...There is little consensus about what these terms mean, however (13...
        • ...aUpdated from Braveman & Gruskin 2003 (13)....
        • ...; this definition [and subsequent definitions by Braveman & Gruskin (12, 13)...
        • ...Gruskin (9, 12, 13); its rationale (presented below) is based on judgments about strengths and weaknesses of previous definitions (discussed in the preceding text and tables)....
        • ...Drawing upon human rights concepts (12, 13), pursuing health equity means removing obstacles for groups of people—such as the poor, ...
        • ...Gruskin and I (13) have proposed that the right to health can be operationalized as the right of all social groups (defined by social position) to attain the level of health enjoyed by the most privileged group in society....
        • ...(12, 13) and in which she played the lead role in developing the concepts related to human rights....

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      • Health Inequalities: Trends, Progress, and Policy

        Sara N. Bleich,1,2 Marian P. Jarlenski,1 Caryn N. Bell,1,2 and Thomas A. LaVeist1,21Department of Health Policy and Management, and2Hopkins Center for Health Disparities Solutions, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland 21205; email: [email protected], [email protected], [email protected], [email protected]
        Annual Review of Public Health Vol. 33: 7 - 40
        • ...Carter-Pokras & Baquet (19) described 11 different definitions of health disparities used by different governmental entities....
      • HEALTH DISPARITIES AND HEALTH EQUITY: Concepts and Measurement

        Paula BravemanCenter on Social Disparities in Health, University of California, San Francisco, San Francisco, California 94143-0900; email: [email protected]
        Annual Review of Public Health Vol. 27: 167 - 194
        • ...Carter-Pokras (18) provided an extensive list of such definitions, pointing out differences and potential policy implications....

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      Case A, Lubotsky D, Paxson C. 2002. Economic status and health in childhood: the origins of the gradient. Am. Econ. Rev. 92(5):1308–34
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      • Transitioning Toward Nutrition-Sensitive Food Systems in Developing Countries

        Prabhu Pingali1 and Naveen Sunder21Charles H. Dyson School of Applied Economics and Management and Tata-Cornell Institute for Agriculture and Nutrition, Cornell University, Ithaca, New York 14853; email: [email protected]2Department of Economics, Cornell University, Ithaca, New York 14853
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        • ...Higher income and socioeconomic standards have a positive impact on a variety of health outcomes (Case et al. 2002, Deaton 2002, Frijters et al. 2005, Jones & Wildman 2008, Lindahl 2005, Parmar et al. 2016, Schmeiser 2009)....
      • Health, Health Insurance, and Retirement: A Survey

        Eric French1,2,3 and John Bailey Jones4,51Department of Economics, University College London, London WC1E 6BT, United Kingdom; email: [email protected]2Center for Economic Policy Research, Washington, DC 200093Institute for Fiscal Studies, London EC1V 0DX, United Kingdom4Research Department, Federal Reserve Bank of Richmond, Richmond, Virginia 23261; email: [email protected]5Department of Economics, University at Albany, State University of New York, Albany, New York 12222
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        • ...leading health and income to be positively correlated at older ages. Case et al. (2002) show that not only is children's health positively related to household income, ...
      • Quantitative Macroeconomics with Heterogeneous Households

        Jonathan Heathcote1, Kjetil Storesletten2, and Giovanni L. Violante31CEPR and the Federal Reserve Bank of Minneapolis, Minneapolis, Minnesota 55401; email: [email protected]2CEPR and the Department of Economics, University of Oslo, Oslo NO-0317, Norway; email: [email protected]3CEPR, NBER, and the Department of Economics, New York University, New York, NY 10003; email: [email protected]
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        • ...the roles of initial conditions and endogeneity are as relevant for health inequality as for earnings inequality. Case et al. (2002) find that poor families spend little on their children's health and that poor initial health conditions persist into adulthood....
      • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

        Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
        Annual Review of Sociology Vol. 35: 553 - 572
        • ...Evidence further suggests that social class–health gradients in adulthood may have their antecedents in childhood (Blackwell et al. 2001, Case et al. 2002, Elo & Preston 1992, Hayward & Gorman 2004)...
        • ...which can determine both adult health and educational attainment (Case et al. 2002, Elo & Preston 1996, Elo et al. 2006)....
        • ...and greater educational achievement (Case et al. 2002, Hummer 1993, Morenoff 2003, Sastry & Hussey 2003), ...
        • ...Because children from higher SES backgrounds enter adulthood not only in better health but also with higher levels of education (Case et al. 2002, 2005...
      • ACCULTURATION AND LATINO HEALTH IN THE UNITED STATES: A Review of the Literature and its Sociopolitical Context

        Marielena Lara,1,2 Cristina Gamboa,3, M. Iya Kahramanian,3 Leo S. Morales,4 and David E. Hayes Bautista31UCLA/RAND Program on Latino Children with Asthma, RAND Health, Santa Monica, California, 90407; email: [email protected] 2Department of Pediatrics, 3Center for Study of Latino Health and Culture, 4Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, California, 90024; email: [email protected], [email protected], [email protected], [email protected]
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        • ...Case and colleagues (21) showed that children with a health condition and higher SES had better parent-reported health status than did children with a health condition and lower SES....

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      • The Health Effects of Economic Decline

        Ralph Catalano1, Sidra Goldman-Mellor1, Katherine Saxton1, Claire Margerison-Zilko,1 Meenakshi Subbaraman1, Kaja LeWinn2, and Elizabeth Anderson11School of Public Health, University of California, Berkeley, California 94720; email: [email protected], [email protected], [email protected], [email protected], [email protected], [email protected]2Center for Health and Community, University of California, San Francisco, California 94118; email: [email protected]
        Annual Review of Public Health Vol. 32: 431 - 450
        • ...Catalano et al. (28) found that involuntary job loss increased risk of meeting standards of “caseness” by sixfold....
        • ...The authors attributed these results to the inhibition mechanism (28)....
      • HEALTH PSYCHOLOGY: What is an Unhealthy Environment and How Does It Get Under the Skin?

        Shelley E. Taylor and Rena L. RepettiDepartment of Psychology, University of California, Los Angeles, 1283 Franz Hall, Los Angeles, California 90095-1563; e-mail: [email protected] Teresa SeemanAndrus Gerontology Center, University of Southern California, Los Angeles, California 90089-0191
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        • ...physical illness (Hamilton et al 1990), alcohol abuse (Catalano et al 1993), ...

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      • The Health Effects of Economic Decline

        Ralph Catalano1, Sidra Goldman-Mellor1, Katherine Saxton1, Claire Margerison-Zilko,1 Meenakshi Subbaraman1, Kaja LeWinn2, and Elizabeth Anderson11School of Public Health, University of California, Berkeley, California 94720; email: [email protected], [email protected], [email protected], [email protected], [email protected], [email protected]2Center for Health and Community, University of California, San Francisco, California 94118; email: [email protected]
        Annual Review of Public Health Vol. 32: 431 - 450
        • ...Catalano and colleagues (29, 34)—using data from populations ranging from California counties to Scandinavia—reported countercyclical increased rates of low birth weight (LBW) and very low birth weight (VLBW) during months with higher-than-expected unemployment rates and lower-than-expected employment rates....

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      Chen E, Matthews K, Boyce WT. 2002. Socioeconomic differences in children's health: How and why do these relationships change with age? Psychol. Bull. 128(2):295–329
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      • Psychological Perspectives on Pathways Linking Socioeconomic Status and Physical Health

        Karen A. Matthews1 and Linda C. Gallo21Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania 15213, and2Department of Psychology, San Diego State University, San Diego, California 92120; email: [email protected], [email protected]
        Annual Review of Psychology Vol. 62: 501 - 530
        • ...There is also a substantial body of work evaluating associations and pathways in children and adolescents (Chen et al. 2002)....
      • Health Psychology: Developing Biologically Plausible Models Linking the Social World and Physical Health

        Gregory Miller,1 Edith Chen,1 and Steve W. Cole21Department of Psychology, University of British Columbia, Vancouver, V6T 1Z4, British Columbia; email: [email protected]2Department of Medicine, Division of Hematology-Oncology, UCLA School of Medicine, UCLA AIDS Institute, UCLA Molecular Biology Institute, Jonsson Comprehensive Cancer Center and the Norman Cousins Center at UCLA, University of California, Los Angeles, California 90095
        Annual Review of Psychology Vol. 60: 501 - 524
        • ...features of the larger social environment such as low socioeconomic status (SES; see reviews by Adler et al. 1993, Chen et al. 2002, Marmot & Wilkinson 2000)...

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      Chen JT, Rehkopf DH, Waterman PD, Subramanian SV, Coull BA, et al. 2006. Mapping and measuring social disparities in premature mortality: the impact of census tract poverty within and across Boston neighborhoods, 1999–2001. J. Urban Health 83:1063–84
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      Conley D. 1999. Being Black, Living in the Red: Race, Wealth, and Social Policy in America. Berkeley: Univ. Calif. Press
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      • Credit, Debt, and Inequality

        Rachel E. DwyerDepartment of Sociology, The Ohio State University, Columbus, Ohio 43210, USA; email: [email protected]
        Annual Review of Sociology Vol. 44: 237 - 261
        • ...racial segregation is so entrenched that it continues to produce and reproduce the deep and alarmingly growing racial wealth gap in American society (Conley 1999, Shapiro 2017)....
        • ...and exclusion from such opportunities contributes to inequalities in attainment and wealth accumulation (Conley 1999, Killewald et al. 2017, Shapiro 2017)....
      • Wealth Inequality and Accumulation

        Alexandra Killewald,1 Fabian T. Pfeffer,2 and Jared N. Schachner11Department of Sociology, Harvard University, Cambridge, Massachusetts 02138; email: [email protected]2Department of Sociology and Institute for Social Research, University of Michigan, Ann Arbor, Michigan 48109
        Annual Review of Sociology Vol. 43: 379 - 404
        • ...Parental wealth is associated with greater offspring educational and cognitive achievement (Conley 1999, 2001a...
        • ... and labor market outcomes, such as occupational attainment and work hours (Conley 1999, Pfeffer 2011)....
        • ...and nativity.Racial disparities in wealth in the United States are vast (Conley 1999, Oliver & Shapiro 2006)....
        • ...Although blacks do not appear to save at lower rates than whites after adjusting for income (Conley 1999, Gittleman & Wolff 2004), ...
        • ...is also implicated in the race gap in wealth (Conley 1999, Massey & Denton 1993, Oliver & Shapiro 2006)....
      • Housing: Commodity versus Right

        Mary PattilloDepartment of Sociology, Northwestern University, Evanston, Illinois 60208; email: [email protected]
        Annual Review of Sociology Vol. 39: 509 - 531
        • ...The fact that blacks and Hispanics experience lower property values and value appreciation than whites impacts other areas of inequality. Conley (1999) shows that racial disparities in wealth explain racial disparities in other socioeconomic outcomes, ...
      • The Sociology of Discrimination: Racial Discrimination in Employment, Housing, Credit, and Consumer Markets

        Devah Pager and Hana ShepherdDepartment of Sociology, Princeton University, Princeton, New Jersey 08544; email: [email protected], [email protected]
        Annual Review of Sociology Vol. 34: 181 - 209
        • ...According to Conley (1999), even if we were to eliminate all contemporary forms of discrimination, ...
      • The Sociology of Property Rights

        Bruce G. Carruthers andLaura AriovichDepartment of Sociology, Northwestern University, Evanston, Illinois 60208; email: [email protected]
        Annual Review of Sociology Vol. 30: 23 - 46
        • ...U.S. racial differences in the level and composition of household wealth have been a topic of recent interest (Conley 1999, Oliver & Shapiro 1997)....

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      • The Potential Relevances of Biology to Social Inquiry

        Jeremy Freese, Jui-Chung Allen Li, and Lisa D. WadeDepartment of Sociology, University of Wisconsin-Madison, Madison, Wisconsin 53706; email: [email protected] [email protected] [email protected]
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        • ...Conley & Bennett (2000) show that estimates of the effect of environmental conditions on the probability of giving birth to a low-birth-weight child are reduced dramatically when the birth weight of parents is controlled....

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      Cooper R, Rotimi C, Ataman S, McGee D, Osotimehin B, et al. 1997. The prevalence of hypertension in seven populations of West African origin. Am. J. Public Health 87(2):160–68
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      • RACE AND ETHNICITY IN PUBLIC HEALTH RESEARCH: Models to Explain Health Disparities

        William W. Dressler,1 Kathryn S. Oths,1 and Clarence C. Gravlee21Department of Anthropology, The University of Alabama, Tuscaloosa, Alabama 35487; email: [email protected], [email protected]2Department of Anthropology, Florida State University, Tallahassee, Florida 32306; email: [email protected]
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        • ...and African American populations had the highest prevalence (33%) (Cooper et al. 1997)....
      • NUTRITIONAL CONSEQUENCES OF THE AFRICAN DIASPORA

        Amy Luke,1 Richard S Cooper,1 T Elaine Prewitt,1 Adebowale A Adeyemo,2 and Terrence E Forrester31Department of Preventive Medicine and Epidemiology, Loyola University School of Medicine, Maywood, Illinois 60153; e-mail: [email protected] 1Department of Preventive Medicine and Epidemiology, Loyola University School of Medicine, Maywood, Illinois 60153; e-mail: [email protected] 1Department of Preventive Medicine and Epidemiology, Loyola University School of Medicine, Maywood, Illinois 60153; e-mail: [email protected] 2Department of Paediatrics/Institute of Child Health, University College Hospital, University of Ibadan, Ibadan, Nigeria; e-mail: [email protected] 3Tropical Medicine Research Institute, University of the West Indies, Mona, Kingston, Jamaica; e-mail: [email protected]
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        • ...less than 10% of either gender was of short stature (25)....
        • ...and body mass index (BMI) from these early studies were compared with data from more recent population-based surveys conducted by the International Collaborative Study on Hypertension in Blacks (ICSHIB) (see Table 1), described in more detail below (25)....
        • ...The ICSHIB study was a large-scale project designed to describe the biological evolution of hypertension over the course of the African diaspora (6, 25)....
        • ...and urinary sodium and potassium were measured using standardized protocols (6, 25)....
        • ...whereas women from all sites except rural Cameroon did not differ in this measurement (0.79–0.82) (25, 95)....
        • ...in seven populations of the African diaspora by gender; men are represented by solid bars, women by hatched bars. (Data from References 25, 95.)...
        • ...and the United States paralleling trends in obesity and sodium intake (25, 53, 54)....
        • ...the hypertension burden is similar to that of US and European whites (i.e. 25%) (25), ...
        • ...in seven populations of the African diaspora by gender; men are represented by solid bars, women by hatched bars. (Data from Reference 25.)...

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      • Treatment Selection in Depression

        Zachary D. Cohen and Robert J. DeRubeisDepartment of Psychology, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA; email: [email protected]
        Annual Review of Clinical Psychology Vol. 14: 209 - 236
        • ...approaches such as propensity score analysis (d'Agostino 1998) can be employed to mitigate the effects of confounds....
      • Natural Experiments: An Overview of Methods, Approaches, and Contributions to Public Health Intervention Research

        Peter Craig, Srinivasa Vittal Katikireddi, Alastair Leyland, and Frank PophamMRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow G2 3QB, United Kingdom; email: [email protected], [email protected], [email protected], [email protected]
        Annual Review of Public Health Vol. 38: 39 - 56
        • ...and the ability to examine the extent to which intervention and control groups overlap in key covariates (7, 18), ...
      • Methods for Improving Regression Analysis for Skewed Continuous or Counted Responses

        Abdelmonem A. Afifi,1 Jenny B. Kotlerman,2 Susan L. Ettner,1,3 and Marie Cowan21School of Public Health, 2School of Nursing, 3School of Medicine, University of California, Los Angeles, California 90095-1772; email: [email protected], [email protected], [email protected], [email protected]
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        • ...Readers interested in that topic are referred to the following articles: D'Agostino (13), ...

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      Davey Smith G. 2000. Learning to live with complexity: ethnicity, socioeconomic position, and health in Britain and the United States. Am. J. Public Health 90:1694–98
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        Karen A. Matthews1 and Linda C. Gallo21Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania 15213, and2Department of Psychology, San Diego State University, San Diego, California 92120; email: [email protected], [email protected]
        Annual Review of Psychology Vol. 62: 501 - 530
        • ...SES–health differentials have also varied by race and ethnicity (Smith 2000)....
      • RACE AND ETHNICITY IN PUBLIC HEALTH RESEARCH: Models to Explain Health Disparities

        William W. Dressler,1 Kathryn S. Oths,1 and Clarence C. Gravlee21Department of Anthropology, The University of Alabama, Tuscaloosa, Alabama 35487; email: [email protected], [email protected]2Department of Anthropology, Florida State University, Tallahassee, Florida 32306; email: [email protected]
        Annual Review of Anthropology Vol. 34: 231 - 252
        • ...which in turn render an inference regarding some kind of racial-genetic effect unlikely, even after controlling for SES (see also Davey Smith 2000)....
      • Classification of Race and Ethnicity: Implications for Public Health

        Vickie M. Mays,1 Ninez A. Ponce,2 Donna L. Washington,3 and Susan D. Cochran41Department of Psychology, University of California, Los Angeles, Box 951563, Los Angeles, California 90095-1563; email: [email protected] 2Department of Health Services, School of Public Health, University of California, Los Angeles, Los Angeles, California 90095-1772; email: [email protected] 3Department of Medicine, Veterans Affairs, Greater Los Angeles Healthcare System, 11301 Wilshire Boulevard, 111G, Room 3242, Los Angeles, California 90073; email: [email protected] 4Department of Epidemiology, School of Public Health, University of California, Los Angeles, California 90095-1772; email: [email protected]
        Annual Review of Public Health Vol. 24: 83 - 110
        • ...types of occupation, employment, emotional well-being, and perceived life opportunities (10, 29, 30, 62, 63, 65, 66, 77, 78, 79, 81, 130)....

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          Edith Chen,1 Gene H. Brody,2 and Gregory E. Miller11Institute for Policy Research and Department of Psychology, Northwestern University, Evanston, Illinois 60208, USA; email: [email protected]2Center for Family Research, University of Georgia, Athens, Georgia 30602, USA
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          • ...fewer negative mood states such as depression, anger, and anxiety (Gallo & Matthews 2003)....
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          Benjamin R. KarneyDepartment of Psychology, University of California, Los Angeles, California 90095, USA; email: [email protected]
          Annual Review of Psychology Vol. 72: 391 - 414
          • ...and heightened emotional reactivity to daily events (Gallo & Matthews 2003), ...
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          Catherine Haslam,1 S. Alexander Haslam,1 Jolanda Jetten,1 Tegan Cruwys,2 and Niklas K. Steffens11School of Psychology, The University of Queensland, St. Lucia QLD 4072, Australia; email: [email protected]2Research School of Psychology, The Australian National University, Canberra ACT 2601, Australia
          Annual Review of Psychology Vol. 72: 635 - 661
          • ...This diminishes a person's capacity to cope with life stressors brought about by change and thereby increases their likelihood of health decline in that context (Baum et al. 1999, Gallo & Matthews 2003, Rubin et al. 2016)....
        • Psychological Perspectives on Pathways Linking Socioeconomic Status and Physical Health

          Karen A. Matthews1 and Linda C. Gallo21Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania 15213, and2Department of Psychology, San Diego State University, San Diego, California 92120; email: [email protected], [email protected]
          Annual Review of Psychology Vol. 62: 501 - 530
          • ...individuals with low SES may also be more vulnerable to psychological distress (Gallo & Matthews 2003)....
          • ...such as anxiety and depression symptoms or disorders, hostile cognition, and angry emotion (Gallo & Matthews 2003)....
          • ...including perceived control and social support or integration (Gallo & Matthews 2003), ...
          • ...focuses on interpersonal and intrapersonal resources as modifiers of the impact of environmental demands and stresses on emotional and physiological responses (Gallo & Matthews 2003)....
        • Psychological Science on Pregnancy: Stress Processes, Biopsychosocial Models, and Emerging Research Issues

          Christine Dunkel SchetterDepartment of Psychology, University of California, Los Angeles, California 90095; email: [email protected]
          Annual Review of Psychology Vol. 62: 531 - 558
          • ...Gallo and Matthews (Gallo et al. 2009, Gallo & Matthews 2003) developed a theoretical formulation to explain the higher rates of cardiovascular disease in low-SES populations....
        • Predicting Workplace Aggression and Violence

          Julian Barling,1 Kathryne E. Dupré,2 and E. Kevin Kelloway31School of Business, Queen's University, Kingston, Ontario, Canada K7L 3N6; email: [email protected]2Faculty of Business Administration, Memorial University of Newfoundland, St. John's, Newfoundland, Canada A1B 3X5; email: [email protected]3Sobey School of Business, Saint Mary's University, Halifax, Nova Scotia, Canada B3H 3C3; email: [email protected]
          Annual Review of Psychology Vol. 60: 671 - 692
          • ...Socioeconomic status is invariably reflected through three variables: education, income, and occupation (Gallo & Matthews 2003)...
        • Coping Resources, Coping Processes, and Mental Health

          Shelley E. Taylor and Annette L. StantonDepartment of Psychology, University of California, Los Angeles, California 90095-1563; email: [email protected], [email protected]
          Annual Review of Clinical Psychology Vol. 3: 377 - 401
          • ...been related to development of psychological distress (Gallo & Matthews 2003) and to a broad array of risk factors for mental and physical health disorders, ...
        • Health Psychology: Psychological Adjustment to Chronic Disease

          Annette L. Stanton,1Tracey A. Revenson,2 and Howard Tennen31Department of Psychology, University of California, Los Angeles, California 90095-1563; email: [email protected]2Program in Psychology, Graduate Center of the City University of New York, New York 10016-4309; email: [email protected]3Department of Community Medicine and Health Care, University of Connecticut Health Center, Farmington, Connecticut 06030-6325; email: [email protected]
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          • ...contribute to poorer mental and physical health (Gallo & Matthews 2003)....
          • ...although frameworks positing mechanisms of the effects of more distal factors such as SES on health-related outcomes have been developed (e.g., Gallo & Matthews 2003), ...
        • The Experience of Emotion

          Lisa Feldman Barrett,1 Batja Mesquita,2 Kevin N. Ochsner,3 and James J. Gross41Department of Psychology, Boston College, Chestnut Hill, Massachusetts 02467 and Psychiatric Neuroimaging Research Program, Massachusetts General Hospital, Harvard Medical School, Charlestown, Massachusetts 02129; email: [email protected]2Department of Psychology, Wake Forest University, Winston-Salem, North Carolina 27109; email: [email protected]3Department of Psychology, Columbia University, New York, New York 10027; email: [email protected]4Department of Psychology, Stanford University, Stanford, California 94305; email: [email protected]
          Annual Review of Psychology Vol. 58: 373 - 403
          • ...might also predispose people to health-related problems as well (Gallo & Matthews 2003, Pressman & Cohen 2005)....
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          Timothy W. Smith and Justin MacKenzieDepartment of Psychology, University of Utah, Salt Lake City, Utah 84112; email: [email protected]
          Annual Review of Clinical Psychology Vol. 2: 435 - 467
          • ...perhaps in part through its effect on psychosocial risk factors reviewed here (Gallo & Matthews 2003)....
          • ...a finding that leads to the hypothesis that personality characteristics and related psychosocial risk factors may mediate some of the effects of SES on health (Gallo & Matthews 2003, Gallo et al. 2005)....

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          Elliot M. Tucker-DrobDepartment of Psychology and Population Research Center, University of Texas at Austin, Austin, Texas 78712, USA; email: [email protected]
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          • ...socioeconomic attainments, health, and longevity (Gottfredson & Deary 2004, Deary et al. 2010)....
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          Timothy SalthouseDepartment of Psychology, University of Virginia, Charlottesville, Virginia 22904-4400; email: [email protected]
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          • ...Batty & Deary 2004, Batty et al. 2007, Deary 2005, Gottfredson & Deary 2004)....
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          Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
          Annual Review of Sociology Vol. 35: 553 - 572
          • ...to what extent observed social class inequalities in adult health and mortality are caused by social class rather than by cumulative health shocks beginning in early life or by some unobserved characteristics (Haas 2006, Hayward et al. 1997, Link et al. 2008, Mulatu & Schooler 2002, Smith 2007)....
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          Fabian T. Pfeffer,1,2 Paula Fomby,2 and Noura Insolera21Department of Sociology, University of Michigan, Ann Arbor, Michigan 48104, USA; email: [email protected]2Institute for Social Research, University of Michigan, Ann Arbor, Michigan 48104, USA
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          • ...the quality of parental employment conditions (Yetis-Bayraktar et al. 2013), and neighborhood conditions (Harding 2003...
          • ... documented that increases in the concentration of urban poverty have reinforced the link between socioeconomic distress and school dropout rates, and Harding (2003)...
        • Neighborhood Effects on Children's Development in Experimental and Nonexperimental Research

          Tama Leventhal1 and Veronique Dupéré21Eliot-Pearson Department of Child Study and Human Development, Tufts University, Medford, Massachusetts 02155, USA; email: [email protected]2École de Psychoéducation, Université de Montréal, Outremont, Québec H2V 2S9, Canada
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          • ...than standard regression with covariates used in most of the nonexperimental studies discussed thus far (e.g., Harding 2003)....
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          Yu Xie,1 Michael Fang,1 and Kimberlee Shauman21Department of Sociology, University of Michigan, Ann Arbor, Michigan 48106; email: [email protected], [email protected]2Department of Sociology, University of California, Davis, California 95616; email: [email protected]
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          • ...sibship size (Blake 1981), school (Raudenbush & Bryk 1986), and neighborhood (Harding 2003)....
          • ...academic achievement (Sastry & Pebly 2010), and high school graduation (Harding 2003)....
        • Where, When, Why, and For Whom Do Residential Contexts Matter? Moving Away from the Dichotomous Understanding of Neighborhood Effects

          Patrick Sharkey and Jacob W. FaberDepartment of Sociology, New York University, New York, NY 10012; email: [email protected], [email protected]
          Annual Review of Sociology Vol. 40: 559 - 579
          • ...examples of studies that use variants of this approach include research by Harding (2003) using propensity score matching combined with sensitivity analysis to analyze high school dropout rates, ...
        • Incarceration, Prisoner Reentry, and Communities

          Jeffrey D. Morenoff1 and David J. Harding21Population Studies Center, University of Michigan, Ann Arbor, Michigan 48104; email: [email protected]2Department of Sociology, University of California, Berkeley, California 94720; email: [email protected]
          Annual Review of Sociology Vol. 40: 411 - 429
          • ...and methods such as propensity score matching can ensure that researchers are properly handling selection on observable factors (Harding 2003)....
        • Research on Adolescence in the Twenty-First Century

          Robert Crosnoe1 and Monica Kirkpatrick Johnson21Department of Sociology and Population Research Center, University of Texas at Austin, Austin, Texas 78712; email: [email protected]2Department of Sociology, Washington State University, Pullman, Washington 99164-4020; email: [email protected]
          Annual Review of Sociology Vol. 37: 439 - 460
          • ...Most of these studies focus on neighborhood disadvantage and adolescent risk-taking (Bellair & Roscigno 2000, Browning et al. 2005, Dance 2002, Harding 2003, Kling et al. 2007)....
          • ...Harding (2003) reported that neighborhood poverty effects on adolescents persisted when propensity score matching was employed....
        • Causal Inference in Sociological Research

          Markus GanglDepartment of Sociology, University of Wisconsin, Madison, Wisconsin 53706-1320; email: [email protected]
          Annual Review of Sociology Vol. 36: 21 - 47
          • ... provide introductions aimed at sociology audiences. Morgan (2001), Brand (2006), Brand & Halaby (2006), Harding (2003), ...
          • ...Originally developed for matching estimators by Rosenbaum & Rubin (1983a) and Rosenbaum (2002), sociological applications include Harding (2003)...
        • Switching Social Contexts: The Effects of Housing Mobility and School Choice Programs on Youth Outcomes

          Stefanie DeLuca and Elizabeth DaytonDepartment of Sociology, Johns Hopkins University, Baltimore, Maryland 21218; email: [email protected]
          Annual Review of Sociology Vol. 35: 457 - 491
          • ...See Harding (2003) for an example of propensity score matching to estimate neighborhood effects, ...
        • The Texture of Hardship: Qualitative Sociology of Poverty, 1995–2005

          Katherine S. Newman and Rebekah Peeples MassengillDepartment of Sociology, Princeton University, Princeton, New Jersey 08540; email: [email protected], [email protected]
          Annual Review of Sociology Vol. 32: 423 - 446
          • ...The key questions here relate to how neighborhood-level conditions influence pathways to poverty (Harding 2003a)....
        • Inequality of Opportunity in Comparative Perspective: Recent Research on Educational Attainment and Social Mobility

          Richard Breen1 and Jan O. Jonsson2 1Nuffield College, Oxford University, Oxford OX1 1NF, United Kingdom; email: [email protected] 2Swedish Institute for Social Research (SOFI), Stockholm University, Stockholm 106 91, Sweden; email: [email protected]
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          • ...even studies that have attempted to solve the endogeneity problem have concluded that the socioeconomic environment has an impact on children's educational success (Erikson 1994, Hanushek et al. 2003, Harding 2003). 6 But environmental effects are probably of a rather modest magnitude: Between 80% and 90% of the variation in school achievement, ...
          • ...with “stable” pupils; and Harding (2003) used propensity score matching with sensitivity controls....

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        • Declining Life Expectancy in the United States: Missing the Trees for the Forest

          Sam Harper,1,2,3 Corinne A. Riddell,4 and Nicholas B. King1,2,51Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec H3A 1A2, Canada; email: [email protected], [email protected]2Institute for Health and Social Policy, McGill University, Montreal, Quebec H3A 1A2, Canada3Department of Public Health, Erasmus Medical Center, 3015 GD Rotterdam, The Netherlands4Division of Epidemiology and Biostatistics, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected]5Biomedical Ethics Unit, McGill University, Montreal, Quebec H3A 1X1, Canada
          Annual Review of Public Health Vol. 42: 381 - 403
          • ...the large gap in life expectancy between non-Hispanic black and non-Hispanic white men has declined steadily since 1999, a continuation of positive trends evident since the mid-1990s (52, 55, 84)....
        • Aging Populations, Mortality, and Life Expectancy

          Eileen M. Crimmins and Yuan S. ZhangAndrus Gerontology Center, Davis School of Gerontology, University of Southern California, Los Angeles, California 90089–0191, USA; email: [email protected]
          Annual Review of Sociology Vol. 45: 69 - 89
          • ...those between African Americans and whites have continued to narrow (Harper et al. 2007, Keppel et al. 2010)....
        • Is Racism a Fundamental Cause of Inequalities in Health?

          Jo C. Phelan1 and Bruce G. Link2,31Department of Sociomedical Sciences, Columbia University,2Department of Epidemiology, Columbia University, and3New York State Psychiatric Institute, New York, New York 10032; email: [email protected], [email protected]
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          • ...and there is some evidence that the absolute mortality gap has diminished somewhat in recent years (Harper et al. 2007, 2012)....
        • Social Epidemiology: Social Determinants of Health in the United States: Are We Losing Ground?

          Lisa F. BerkmanHarvard Center for Population and Development Studies, Harvard School of Public Health; email: [email protected]
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          • ...Epidemiologists and economists have explicitly noted the rising health inequalities in the United States related to socioeconomic conditions and among racial/ethnic groups (19, 30, 36, 53, 62, 73)....
          • ...Harper and colleagues (30) likewise report that black/white gaps in life expectancy have been growing since the mid-1980s....

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          Brian M. D'Onofrio,1,2 Arvid Sjölander,2 Benjamin B. Lahey,3 Paul Lichtenstein,2 and A. Sara Öberg2,41Department of Psychological and Brain Sciences, Indiana University, Bloomington, Indiana 47405, USA; email: [email protected]2Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, SE-171 77 Stockholm, Sweden; email: [email protected], [email protected], [email protected]3Departments of Health Studies and Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, Illinois 60637, USA; email: [email protected]4Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts 02115, USA
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          • ...conducting a complete case analysis) on a variable that is a collider (Hernan et al. 2004)....
        • Sick Individuals and Sick (Microbial) Populations: Challenges in Epidemiology and the Microbiome

          Audrey Renson,1 Pamela Herd,2 and Jennifer B. Dowd3,41Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina 27599, USA; email: [email protected]2McCourt School of Public Policy, Georgetown University, Washington, DC 20057, USA; email: [email protected]3Department of Global Health and Social Medicine, King's College London, London WC2B 4BG, United Kingdom; email: [email protected]4Current affiliation: Leverhulme Center for Demographic Science, University of Oxford, Oxford OX1 1JD, United Kingdom; email: [email protected]
          Annual Review of Public Health Vol. 41: 63 - 80
          • ...so H1 is termed a collider, meaning a common effect of exposure and outcome (54, 99)....
          • ...generating false associations that do not exist in the population (54)....
          • ...those who have metabolic syndrome are more likely to have a protective microbiome (54)....
        • Ambient Air Pollution, Noise, and Late-Life Cognitive Decline and Dementia Risk

          Kimberly C. Paul,1 Mary Haan,2 Elizabeth Rose Mayeda,1 and Beate R. Ritz1,31Department of Epidemiology, Fielding School of Public Health, University of California, Los Angeles, California 90095, USA; email: [email protected], [email protected], [email protected]2Department of Epidemiology & Biostatistics, University of California, San Francisco, California 94158, USA; email: [email protected]3Department of Environmental Health Sciences, Fielding School of Public Health, University of California, Los Angeles, California 90095, USA
          Annual Review of Public Health Vol. 40: 203 - 220
          • ...Selection bias arising from selection into the sample and selective attrition potentially induces spurious exposure–outcome associations if selection is a common effect of exposure and an unmeasured determinant of cognitive decline (and related causal structures) (43, 94)....
        • Inferring Causal Relationships Between Risk Factors and Outcomes from Genome-Wide Association Study Data

          Stephen Burgess,1,2 Christopher N. Foley,1 and Verena Zuber11MRC Biostatistics Unit, University of Cambridge, Cambridge CB2 0SR, United Kingdom; email: [email protected]2Cardiovascular Epidemiology Unit, University of Cambridge, Cambridge CB1 8RN, United Kingdom
          Annual Review of Genomics and Human Genetics Vol. 19: 303 - 327
          • ...and hence conditioning on abstinence may lead to selection bias (56)....
          • ...Collider bias can result from differential selection into the sample population (56)....
        • Has Epidemiology Become Infatuated With Methods? A Historical Perspective on the Place of Methods During the Classical (1945–1965) Phase of Epidemiology

          Alfredo Morabia1,21Barry Commoner Center for Health and the Environment, Queens College, City University of New York, New York, NY 11367; email: [email protected]2Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY 10032
          Annual Review of Public Health Vol. 36: 69 - 88
          • ...Today's methodological work is much more prominent than it used to be (23, 49, 58, 74, 122), ...
        • Endogenous Selection Bias: The Problem of Conditioning on a Collider Variable

          Felix Elwert1 and Christopher Winship21Department of Sociology, University of Wisconsin, Madison, Wisconsin 53706; email: [email protected]2Department of Sociology, Harvard University, Cambridge, Massachusetts 02138; email: [email protected]
          Annual Review of Sociology Vol. 40: 31 - 53
          • ...This article introduces a purely graphical way of characterizing endogenous selection bias and of understanding its consequences (Hernán et al. 2004)....
          • ... and epidemiology (Greenland et al. 1999a, and especially Hernán et al. 2004)....
          • ...one that is (or is associated with) the treatment and one that is (or is associated with) the outcome (Hernán et al. 2002, 2004)....
          • ...and endogenous selection bias (Pearl 1995; Greenland et al. 1999a; Hernán et al. 2002, 2004)....
          • ...The endogenous selection bias in the present example is ascertainment bias because control albums are sampled as a function of (a) exclusion from the Rolling Stone 500 and (b) commercial success. (Greenland et al. 1999 and Hernán et al. 2004 use DAGs to discuss ascertainment bias as endogenous selection bias in a number of interesting biomedical case-control studies.)...
          • ...as in Figure 9c (for more elaborate attrition scenarios, see Hernán et al. 2004). ...
          • ...One class of pre-treatment variables that analysts should approach with caution is pre-treatment colliders (Pearl 1995, Greenland et al. 1999b, Hernán et al. 2002, Greenland 2003, Hernán et al. 2004, Elwert 2013)....
          • ...Drawing on recent work in theoretical computer science (Pearl 1995, 2009) and epidemiology (Hernán et al. 2004), ...
          • ...Our definition is identical to those of “collider stratification bias” (Greenland 2003), “selection bias” (Hernán et al. 2004), ...
        • Causal Inference in Public Health

          Thomas A. Glass,1 Steven N. Goodman,2 Miguel A. Hernán,3,4 and Jonathan M. Samet51Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland 21205; email: [email protected]2Department of Medicine, Stanford University, Palo Alto, California 94305; email: [email protected]3Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, Massachusetts 021154Harvard-MIT Division of Health Sciences and Technology, Cambridge, Massachusetts 02115; email: [email protected]5Department of Preventive Medicine, Keck School of Medicine, and USC Institute for Global Health, University of Southern California, Los Angeles, California 90089; email: [email protected]
          Annual Review of Public Health Vol. 34: 61 - 75
          • ...even in complex settings with time-varying confounders affected by prior exposure (29, 55)....

      • 51. 
        Howard G, Anderson RT, Russell G, Howard VJ, Burke GL. 2000. Race, socioeconomic status, and cause-specific mortality. Ann. Epidemiol. 10:214–23
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        • Relative Roles of Race Versus Socioeconomic Position in Studies of Health Inequalities: A Matter of Interpretation

          Amani M. Nuru-Jeter,1,2 Elizabeth K. Michaels,2 Marilyn D. Thomas,2 Alexis N. Reeves,2 Roland J. Thorpe Jr.,3 and Thomas A. LaVeist41Division of Community Health Sciences, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected]2Division of Epidemiology, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected], [email protected], [email protected], [email protected]3Department of Health, Behavior, and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland 21205, USA; email: [email protected]4Department of Health Policy and Management, Milken Institute School of Public Health, George Washington University, Washington, DC 20052, USA; email: [email protected]
          Annual Review of Public Health Vol. 39: 169 - 188
          • ...social epidemiologists often conceptualize and model race and/or SEP as primary exposures (20, 41, 50, 51, 81, 95, 103, 112)....
          • ...Studies often statistically adjust for SEP to isolate the unique (i.e., unconfounded) effect of race on a given health outcome (12, 20, 41, 42, 50, 51, 59, 64, 81, 103, 112, 118)....
          • ...we turn our attention to the more common approach of modeling the unique effect of race (14, 20, 41, 42, 50, 51, 59, 64, 81, 103, 112, 117) while adjusting for SEP from the perspective of two common strategies: mediation and moderation....
        • Social Determinants and the Decline of Cardiovascular Diseases: Understanding the Links

          Sam Harper,1 John Lynch,2,3 and George Davey Smith3,41Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC H3A 1A2, Canada; email: [email protected]2Sansom Institute for Health Research, Division of Health Sciences, University of South Australia, Adelaide SA 5001; School of Population Health and Clinical Practice, University of Adelaide, SA 5005 Australia; email: [email protected]3School of Community and Social Medicine, University of Bristol, Bristol BS8 2BN, United Kingdom;4MRC Center for Causal Analyses in Translational Epidemiology, University of Bristol, Bristol BS8 2BN, United Kingdom; email: [email protected]
          Annual Review of Public Health Vol. 32: 39 - 69
          • ...In the United States, racial differences in CVD subcategories are equally heterogeneous (73)...
          • ...Source: Howard et al. (73)....

      • 52. 
        Isaacs SL, Schroeder SA. 2004. Class—the ignored determinant of the nation's health. N. Engl. J. Med. 351(11):1137–42
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        • The Next Generation of Diabetes Translation: A Path to Health Equity

          Debra Haire-Joshu1 and Felicia Hill-Briggs21Public Health and Medicine, Brown School, Washington University in St. Louis, St. Louis, Missouri 63130, USA; email: [email protected]2Departments of Medicine; Health, Behavior and Society; and Acute and Chronic Care; and Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins Medical Institutions, Baltimore, Maryland 21287, USA; email: [email protected]
          Annual Review of Public Health Vol. 40: 391 - 410
          • ...This gap is heightened among disadvantaged populations (65)....
        • Relative Roles of Race Versus Socioeconomic Position in Studies of Health Inequalities: A Matter of Interpretation

          Amani M. Nuru-Jeter,1,2 Elizabeth K. Michaels,2 Marilyn D. Thomas,2 Alexis N. Reeves,2 Roland J. Thorpe Jr.,3 and Thomas A. LaVeist41Division of Community Health Sciences, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected]2Division of Epidemiology, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected], [email protected], [email protected], [email protected]3Department of Health, Behavior, and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland 21205, USA; email: [email protected]4Department of Health Policy and Management, Milken Institute School of Public Health, George Washington University, Washington, DC 20052, USA; email: [email protected]
          Annual Review of Public Health Vol. 39: 169 - 188
          • ...2.3.2. SEP as an exposure.SEP is one of the most widely recognized and enduring predictors of population health (43, 53, 83, 84)....
        • HEALTH DISPARITIES AND HEALTH EQUITY: Concepts and Measurement

          Paula BravemanCenter on Social Disparities in Health, University of California, San Francisco, San Francisco, California 94143-0900; email: [email protected]
          Annual Review of Public Health Vol. 27: 167 - 194
          • ...there also is an accumulating research literature on socioeconomic disparities in health in the United States (6, 7, 23, 29, 31, 41, 44, 53, 57...
        • POPULATION DISPARITIES IN ASTHMA

          Diane R. Gold and Rosalind WrightHarvard Medical School, Channing Laboratory, Brigham and Women's Hospital, Boston, Massachusetts 02467; email: [email protected], [email protected]
          Annual Review of Public Health Vol. 26: 89 - 113
          • ...policy makers should develop the means to apply the lessons learned through changes in governmental and social policy as well as through recommendations to individuals (64)....
          • ...on more general improvements in living conditions and life opportunities (64, 87)....

      • 53. 
        Johnston-Brooks CH, Lewis MA, Evans GW, Whalen CK. 1998. Chronic stress and illness in children: the role of allostatic load. Psychosom. Med. 60(5):597–603
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        • Socioeconomic Status and Child Development

          Robert H. Bradley and Robert F. CorwynCenter for Applied Studies in Education, University of Arkansas at Little Rock, 2801 S. University Ave., Little Rock, Arkansas 72204; e-mail: [email protected]
          Annual Review of Psychology Vol. 53: 371 - 399
          • ...including respiratory illnesses (Cohen 1999, Haan et al. 1989, Johnston-Brooks et al. 1998, Klerman 1991, Rosenbaum 1992)....
          • ...Health scientists have proposed the concepts of allostatis and allostatic load to help explain the impact of stress on adaptive functioning (Johnston-Brooks et al. 1998, McEwen & Seeman 1999)....
          • ...and impaired immune system functioning (which leads to increased illness via changes in cardiovascular activity) (Johnston-Brooks et al. 1998, McEwen & Seeman 1999)....

      • 54. 
        Kaufman JS, Cooper JS, McGee DL. 1997. The problem of residual confounding and the resiliency of race. Epidemiology 8:621–28 54. Describes the limitations of controlling for SES to understand black-white health differences.
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        • Relative Roles of Race Versus Socioeconomic Position in Studies of Health Inequalities: A Matter of Interpretation

          Amani M. Nuru-Jeter,1,2 Elizabeth K. Michaels,2 Marilyn D. Thomas,2 Alexis N. Reeves,2 Roland J. Thorpe Jr.,3 and Thomas A. LaVeist41Division of Community Health Sciences, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected]2Division of Epidemiology, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected], [email protected], [email protected], [email protected]3Department of Health, Behavior, and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland 21205, USA; email: [email protected]4Department of Health Policy and Management, Milken Institute School of Public Health, George Washington University, Washington, DC 20052, USA; email: [email protected]
          Annual Review of Public Health Vol. 39: 169 - 188
          • ...potentially resulting in residual confounding, which may bias effect estimates (16, 65, 88)....
          • ...obscuring potentially meaningful information about the mechanisms underpinning health inequities (64, 78), and compromises the ecological validity of study findings (16, 65, 67, 78, 87)....
          • ...risking measurement error and biased effect estimates due to residual confounding (65)....
          • ...potentially threatening the validity of the race effect (Supplemental Figure 3) (33, 64, 65, 89)....
          • ...this interpretation may overestimate the race effect owing to residual confounding by unmeasured or misspecified SEP factors or may underestimate the race effect by not accounting for its indirect effects mediated by SEP (33, 64, 65, 88)....
          • ...bias may be introduced when researchers make conjectures about which unmeasured correlates of race explain the residual race effect estimate (33, 59, 65, 88)....
        • HEALTH DISPARITIES AND HEALTH EQUITY: Concepts and Measurement

          Paula BravemanCenter on Social Disparities in Health, University of California, San Francisco, San Francisco, California 94143-0900; email: [email protected]
          Annual Review of Public Health Vol. 27: 167 - 194
          • ...A large and growing body of U.S. literature focuses on racial/ethnic disparities in health status (22, 34, 35, 46, 52, 79, 83, 108, 109)...
        • RACE AND ETHNICITY IN PUBLIC HEALTH RESEARCH: Models to Explain Health Disparities

          William W. Dressler,1 Kathryn S. Oths,1 and Clarence C. Gravlee21Department of Anthropology, The University of Alabama, Tuscaloosa, Alabama 35487; email: [email protected], [email protected]2Department of Anthropology, Florida State University, Tallahassee, Florida 32306; email: [email protected]
          Annual Review of Anthropology Vol. 34: 231 - 252
          • ...As Kaufman and colleagues (1997) show, however, such an inference is almost never warranted because of the problems associated with trying to untangle race, ...
        • Socioeconomic Inequalities in Injury: Critical Issues in Design and Analysis

          Catherine CubbinStanford Center for Research in Disease Prevention, Stanford University School of Medicine, 1000 Welch Road, Palo Alto, California 94304-1825; e-mail: [email protected] Gordon S. SmithCenter for Safety Research, Liberty Research Center for Safety and Health, 71 Frankland Road, Hopkinton, Massachusetts 01746; e-mail: [email protected]
          Annual Review of Public Health Vol. 23: 349 - 375
          • ...race/ethnicity is often considered an “independent” risk factor in health research after adjusting for measures of SES, when considerable residual confounding by SES likely exists (34)....

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        Kaufman JS, MacLehose RF, Kaufman S. 2004. A further critique of the analytic strategy of adjusting for covariates to identify biologic mediation. Epidemiol. Perspect. Innov. 1:4. doi:10.1186/1742–5573–1–4
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        • Conceptual Approaches to the Study of Health Disparities

          Ana V. Diez RouxCenter for Social Epidemiology and Population Health, Department of Epidemiology, University of Michigan, Ann Arbor, Michigan 48109; email: [email protected]
          Annual Review of Public Health Vol. 33: 41 - 58
          • ...primarily owing to the presence of various forms of confounding (38, 86)....
        • Geographic Life Environments and Coronary Heart Disease: A Literature Review, Theoretical Contributions, Methodological Updates, and a Research Agenda

          Basile ChaixInserm, U707, 75012 Paris, France; Université Pierre et Marie Curie-Paris6, 75012 Paris, France; email: [email protected]
          Annual Review of Public Health Vol. 30: 81 - 105
          • ...may be valid only when applied to the linear model and when stringent assumptions are respected (53)....

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        Kawachi I, Daniels N, Robinson DE. 2005. Health disparities by race and class: why both matter. Health Affairs 24:343–52
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        • Addressing Health Equity in Public Health Practice: Frameworks, Promising Strategies, and Measurement Considerations

          Leandris C. Liburd, Jeffrey E. Hall, Jonetta J. Mpofu, Sheree Marshall Williams, Karen Bouye, and Ana Penman-AguilarOffice of Minority Health and Health Equity, Centers for Disease Control and Prevention, Atlanta, Georgia 30341-3717, USA; email: [email protected], [email protected], [email protected], [email protected], [email protected], [email protected]
          Annual Review of Public Health Vol. 41: 417 - 432
          • ...we have seen a growing body of research documenting strong associations between a range of social factors and racial and ethnic health outcomes that are disparate (for examples of supportive reviews, see 7, 14, 15, 33, 35, 38, 68...
        • Well-Being at the End of Life

          Deborah Carr1 and Elizabeth A. Luth21Department of Sociology, Boston University, Boston, Massachusetts 02215, USA; email: [email protected]2Weill Cornell Medicine, New York, New York 10065, USA; email: [email protected]
          Annual Review of Sociology Vol. 45: 515 - 534
          • ...including the end of life (House et al. 2005, Kawachi et al. 2005)....
        • The Next Generation of Diabetes Translation: A Path to Health Equity

          Debra Haire-Joshu1 and Felicia Hill-Briggs21Public Health and Medicine, Brown School, Washington University in St. Louis, St. Louis, Missouri 63130, USA; email: [email protected]2Departments of Medicine; Health, Behavior and Society; and Acute and Chronic Care; and Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins Medical Institutions, Baltimore, Maryland 21287, USA; email: [email protected]
          Annual Review of Public Health Vol. 40: 391 - 410
          • ...noting their influence on disparities in diabetes onset, quality of life, and family burden (26, 71)....
          • ...chronic stress due to racism and discrimination can affect diabetes outcomes (12, 71, 144)....
        • Geographic Variation in Health Care

          Tom RosenthalDavid Geffen School of Medicine, University of California, Los Angeles, California 90095-7400; email: [email protected]
          Annual Review of Medicine Vol. 63: 493 - 509
          • ...so that adjusting for race will not simultaneously adjust for factors related to income (52). ...

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        Kington RS, Smith JP. 1997. Socioeconomic status and racial and ethnic differences in functional status associated with chronic diseases. Am. J. Public Health 87:805–10
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        Kitagawa E, Hauser P. 1973. Differential Mortality in the United States. Cambridge, MA: Harvard Univ. Press
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        • My Life in Words and Numbers

          Samuel H. PrestonDepartment of Sociology and Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA; email: [email protected]
          Annual Review of Sociology Vol. 46: 1 - 17
          • ...Although there was one important contribution to the field in the 1970s (Kitagawa & Hauser 1973), ...
        • Relative Roles of Race Versus Socioeconomic Position in Studies of Health Inequalities: A Matter of Interpretation

          Amani M. Nuru-Jeter,1,2 Elizabeth K. Michaels,2 Marilyn D. Thomas,2 Alexis N. Reeves,2 Roland J. Thorpe Jr.,3 and Thomas A. LaVeist41Division of Community Health Sciences, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected]2Division of Epidemiology, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected], [email protected], [email protected], [email protected]3Department of Health, Behavior, and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland 21205, USA; email: [email protected]4Department of Health Policy and Management, Milken Institute School of Public Health, George Washington University, Washington, DC 20052, USA; email: [email protected]
          Annual Review of Public Health Vol. 39: 169 - 188
          • ...social causation), or that the two exist in a reciprocal relationship (70, 113)....
        • The Relationship Between Education and Health: Reducing Disparities Through a Contextual Approach

          Anna Zajacova1 and Elizabeth M. Lawrence21Department of Sociology, Western University, London, Ontario N6A 5C2, Canada; email: [email protected]2Department of Sociology, University of Nevada, Las Vegas, Nevada 89154, USA; email: [email protected]
          Annual Review of Public Health Vol. 39: 273 - 289
          • ...A seminal 1973 book by Kitagawa & Hauser (71) powerfully described large differences in mortality by education in the United States, ...
        • Increasing Disparities in Mortality by Socioeconomic Status

          Barry BosworthEconomics Studies Program, The Brookings Institution, Washington, DC 20036, USA; email: [email protected]
          Annual Review of Public Health Vol. 39: 237 - 251
          • ...Using a wide range of measures of socioeconomic status (SES), such as income, education, wealth, and occupation (24, 33, 35, 36), ...
          • ...Following the path-breaking work by Kitagawa & Hauser in 1973 (24), ...
        • The Health Effects of Income Inequality: Averages and Disparities

          Beth C. Truesdale1 and Christopher Jencks21Department of Sociology,2Kennedy School of Government, Harvard University, Cambridge, Massachusetts 02138; email: [email protected], [email protected]
          Annual Review of Public Health Vol. 37: 413 - 430
          • ...all using 1960 estimates from Kitagawa & Hauser (21) as a baseline, ...
        • Health Inequalities: Trends, Progress, and Policy

          Sara N. Bleich,1,2 Marian P. Jarlenski,1 Caryn N. Bell,1,2 and Thomas A. LaVeist1,21Department of Health Policy and Management, and2Hopkins Center for Health Disparities Solutions, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland 21205; email: [email protected], [email protected], [email protected], [email protected]
          Annual Review of Public Health Vol. 33: 7 - 40
          • ...a sizable body of literature has documented pervasive and systematic inequalities in health (4, 40, 55, 79, 87)....
        • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

          Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
          Annual Review of Sociology Vol. 35: 553 - 572
          • ...social class differentials in mortality became the focus of systematic study in the latter half of the twentieth century with the publication of Kitagawa & Hauser's pathbreaking study of demographic and socioeconomic mortality differentials based on the 1960 Census matched to death certificates filed in May–August of the same year (Hummer et al. 1998, Kitagawa & Hauser 1973)....
        • The Social Psychology of Health Disparities

          Jason Schnittker1 and Jane D. McLeod2 1Department of Sociology, University of Pennsylvania, Philadelphia, Pennsylvania 19104-6299; email: [email protected] 2Department of Sociology, Indiana University, Bloomington, Indiana 47405; email: [email protected]
          Annual Review of Sociology Vol. 31: 75 - 103
          • ...Although scholars have long recognized that advantaged social groups enjoy longer and healthier lives than disadvantaged groups (Kitagawa & Hauser 1973), ...
        • IMPLICATIONS OF THE RESULTS OF COMMUNITY INTERVENTION TRIALS

          Glorian Sorensen,1,2 Karen Emmons,1,2 Mary Kay Hunt,1 and Douglas Johnston11Dana-Farber Cancer Institute, Center for Community-Based Research, Boston, Massachusetts 02115 2Harvard School of Public Health, Department of Health and Social Behavior, Boston, Massachusetts 02115; e-mail: [email protected] ; [email protected] ; [email protected]
          Annual Review of Public Health Vol. 19: 379 - 416
          • ...Inverse relationships between social class and disease have been found consistently across diseases (18, 21, 65, 93, 112, 129, 150, 182, 201)....
        • Measuring Social Class in US Public Health Research: Concepts, Methodologies, and Guidelines

          N. Krieger1, D. R. Williams2, and N. E. Moss31Department of Health and Social Behavior, Harvard School of Public Health, Boston, Massachusetts 02115; email, [email protected] ;2Department of Sociology and Institute for Social Research, University of Michigan, Ann Arbor, Michigan, 48106-1248; email, [email protected];3Behavioral and Social Research Program, National Institute on Aging, Bethesda, Maryland, 20892; email, [email protected]
          Annual Review of Public Health Vol. 18: 341 - 378
          • ...Studies also show that small differences in income are associated with much larger changes in health status among poor as compared to wealthy families (11, 86)....
          • ...regardless of changes in health status; and association with numerous health outcomes (86, 108, 138, 189)....
          • ...Considerable evidence nonetheless demonstrates that individuals' educational level is an important predictor of mortality and morbidity in the United States (49, 54, 86, 127, 136), ...

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        • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

          Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
          Annual Review of Sociology Vol. 35: 553 - 572
          • ...far greater attention was paid to racial differences in U.S. mortality without explicit acknowledgment of the potential role of social class in generating these differentials (Krieger & Fee 1996)....
        • COMMUNICABILITY, RACIAL DISCOURSE, AND DISEASE

          Charles L. BriggsDepartment of Anthropology, University of California, Berkeley, California 94720-3710; email: [email protected]
          Annual Review of Anthropology Vol. 34: 269 - 291
          • ...and sex/gender and race/ethnicity were treated as relevant health indicators largely because they were taken as discernable, fixed, and self-evident (Krieger & Fee 1996)....
        • Classification of Race and Ethnicity: Implications for Public Health

          Vickie M. Mays,1 Ninez A. Ponce,2 Donna L. Washington,3 and Susan D. Cochran41Department of Psychology, University of California, Los Angeles, Box 951563, Los Angeles, California 90095-1563; email: [email protected] 2Department of Health Services, School of Public Health, University of California, Los Angeles, Los Angeles, California 90095-1772; email: [email protected] 3Department of Medicine, Veterans Affairs, Greater Los Angeles Healthcare System, 11301 Wilshire Boulevard, 111G, Room 3242, Los Angeles, California 90073; email: [email protected] 4Department of Epidemiology, School of Public Health, University of California, Los Angeles, California 90095-1772; email: [email protected]
          Annual Review of Public Health Vol. 24: 83 - 110
          • ...each supports the collection of additional data that capture the specific factors that contribute to group differences (58, 59, 60, 64, 66, 67, 127, 128)....
        • Measuring Social Class in US Public Health Research: Concepts, Methodologies, and Guidelines

          N. Krieger1, D. R. Williams2, and N. E. Moss31Department of Health and Social Behavior, Harvard School of Public Health, Boston, Massachusetts 02115; email, [email protected] ;2Department of Sociology and Institute for Social Research, University of Michigan, Ann Arbor, Michigan, 48106-1248; email, [email protected];3Behavioral and Social Research Program, National Institute on Aging, Bethesda, Maryland, 20892; email, [email protected]
          Annual Review of Public Health Vol. 18: 341 - 378
          • ...as experienced by 3000 white married men and women garment workers and their families in New York City (93, 180)....
          • ...as are the occupational categories employed in the US census, first developed by Alba Edwards in the early 1900s (46, 93)....

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        Krieger N, Williams DR, Moss NE. 1997. Measuring social class in US public health research: concepts, methodologies, and guidelines. Annu. Rev. Public Health 18:341–78 61. Thorough guidelines of the strengths and limitations of measuring social class based on theoretical and empirical work.
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        • Psychological Perspectives on Pathways Linking Socioeconomic Status and Physical Health

          Karen A. Matthews1 and Linda C. Gallo21Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania 15213, and2Department of Psychology, San Diego State University, San Diego, California 92120; email: [email protected], [email protected]
          Annual Review of Psychology Vol. 62: 501 - 530
          • ...only one study has examined psychosocial pathways in the SES–allostatic load relationship. Kubzansky and colleagues (1999) found that the association between SES and allostatic load was partially explained by variations in hostile cognition....

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        Kunitz SJ. 2007. Sex, race and social role—history and the social determinants of health. Int. J. Epidemiol. 36(1):3–10
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        Lara M, Gamboa C, Kahramanian MI, Morales LS, Bautista DE. 2005. Acculturation and Latino health in the United States: a review of the literature and its sociopolitical context. Annu. Rev. Public Health 26:367–97
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        Levine RS, Foster JE, Fullilove RE, Fullilove MT, Briggs N, et al. 2001. Black-white inequalities in mortality and life expectancy, 1933–1999: implications for Healthy People 2010. Public Health Rep. 116:474–83
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        • Is Racism a Fundamental Cause of Inequalities in Health?

          Jo C. Phelan1 and Bruce G. Link2,31Department of Sociomedical Sciences, Columbia University,2Department of Epidemiology, Columbia University, and3New York State Psychiatric Institute, New York, New York 10032; email: [email protected], [email protected]
          Annual Review of Sociology Vol. 41: 311 - 330
          • ...most studies find that the relative mortality gap remains remarkably persistent (Carter et al. 2006, Elo & Drevenstedt 2004, Levine et al. 2001, Satcher et al. 2005, Sloan et al. 2010...
        • Race, Race-Based Discrimination, and Health Outcomes Among African Americans

          Vickie M. Mays,1,3,4 Susan D. Cochran,2,3 and Namdi W. Barnes3,4Departments of 1Health Services and 2Epidemiology, University of California, Los Angeles, School of Public Health; 3UCLA Center for Research, Education, Training and Strategic Communication on Minority Health Disparities; and 4Department of Psychology, UCLA, Los Angeles, California 90095-1563; email: [email protected], [email protected], [email protected]
          Annual Review of Psychology Vol. 58: 201 - 225
          • ...This continuing health disadvantage is seen particularly in the age-adjusted mortality rates: African Americans remain significantly and consistently more at risk for early death than do similar White Americans (Geronimus et al. 1996, Kochanek et al. 2004, Levine et al. 2001, MMWR 2005, Smith et al. 1998, Williams & Jackson 2005)....
          • ...the overall death rate of African Americans in the United States today is equivalent to that of Whites in America 30 years ago (Levine et al. 2001, Williams & Jackson 2005)....

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        • The Relationship Between Education and Health: Reducing Disparities Through a Contextual Approach

          Anna Zajacova1 and Elizabeth M. Lawrence21Department of Sociology, Western University, London, Ontario N6A 5C2, Canada; email: [email protected]2Department of Sociology, University of Nevada, Las Vegas, Nevada 89154, USA; email: [email protected]
          Annual Review of Public Health Vol. 39: 273 - 289
          • ...A seminal 2005 study focused on increases in compulsory education between 1915 and 1939 across US states and found that an additional year of schooling reduced mortality by 3.6% (78)....
        • Big Data in Public Health: Terminology, Machine Learning, and Privacy

          Stephen J. Mooney1 and Vikas Pejaver21Harborview Injury Prevention and Research Center, University of Washington, Seattle, Washington 98122, USA; email: [email protected]2Department of Biomedical Informatics and Medical Education and the eScience Institute, University of Washington, Seattle, Washington 98109, USA; email: [email protected]
          Annual Review of Public Health Vol. 39: 95 - 112
          • ...it is plausible that changes to compulsory schooling laws change all-cause mortality only by affecting years of schooling completed (78)....
        • Why Do Americans Have Shorter Life Expectancy and Worse Health Than Do People in Other High-Income Countries?

          Mauricio Avendano1,2 and Ichiro Kawachi21Department of Social Policy, LSE Health and Social Care, London School of Economics and Political Science, London, WC2A 2AE, United Kingdom; email: [email protected], [email protected]2School of Public Health, Department of Social and Behavioral Sciences, Harvard University, Boston, Massachusetts 02115; email: [email protected]
          Annual Review of Public Health Vol. 35: 307 - 325
          • ...Evidence from across the United States (33, 53, 52) and Europe (11, 97) suggests that education policies such as compulsory schooling laws have had long-run effects on health and mortality....
        • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

          Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
          Annual Review of Sociology Vol. 35: 553 - 572
          • ...including motivation, persistence, and self-control (Cutler et al. 2006, Grossman 1972, Lleras-Muney 2005, Smith 2007)....
          • ...They give far greater weight to education than to income as a key factor explaining socioeconomic differences in health (e.g., Cutler et al. 2008, Lleras-Muney 2005, Smith 2007), ...

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        • Integrating Biomarkers in Social Stratification and Health Research

          Kathleen Mullan Harris1 and Kristen M. Schorpp21Department of Sociology and Carolina Population Center, University of North Carolina, Chapel Hill, North Carolina 27599, USA; email: [email protected]2Department of Sociology, Roanoke College, Salem, Virginia 24153, USA
          Annual Review of Sociology Vol. 44: 361 - 386
          • ...but only recently have social scientists begun to make headway in explaining the social pathways that create this gradient (Adler & Ostrove 1999, Adler et al. 1994, Marmot et al. 1997, Wolfe et al. 2012)....
        • The Social Determinants of Health: Coming of Age

          Paula Braveman,1 Susan Egerter,1 and David R. Williams21Center on Social Disparities in Health, Department of Family and Community Medicine, University of California, San Francisco, California 94118; email: [email protected], [email protected]2School of Public Health, Harvard University, Boston, Massachusetts 02115; email: [email protected]
          Annual Review of Public Health Vol. 32: 381 - 398
          • ...such as health-related behaviors (109), self-perceived social status (121), or perceived control (68)....
          • ...; control at work may be a major contributor to socioeconomic differences in health among employed persons (56, 68)....
        • Psychological Perspectives on Pathways Linking Socioeconomic Status and Physical Health

          Karen A. Matthews1 and Linda C. Gallo21Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania 15213, and2Department of Psychology, San Diego State University, San Diego, California 92120; email: [email protected], [email protected]
          Annual Review of Psychology Vol. 62: 501 - 530
          • ...such as coronary heart disease (Marmot et al. 1997, Wamala et al. 2000)....
          • ...Marmot proposed a similar broad-based model that emphasizes the role of the work environment in the relationship between SES and physical health (e.g., Marmot et al. 1997; see Related Resources)....
        • HEALTH DISPARITIES AND HEALTH EQUITY: Concepts and Measurement

          Paula BravemanCenter on Social Disparities in Health, University of California, San Francisco, San Francisco, California 94143-0900; email: [email protected]
          Annual Review of Public Health Vol. 27: 167 - 194
          • Stress and Health: Psychological, Behavioral, and Biological Determinants

            Neil Schneiderman, Gail Ironson, and Scott D. SiegelDepartment of Psychology, University of Miami, Coral Gables, Florida 33124-0751; email: [email protected], gi[email protected], [email protected]
            Annual Review of Clinical Psychology Vol. 1: 607 - 628
            • ...by taking into account lack of perceived job control, which is a potent stressor (Marmot et al. 1997)....
          • Effects of Psychological and Social Factors on Organic Disease: A Critical Assessment of Research on Coronary Heart Disease

            David S. Krantz and Melissa K. McCeneyDepartment of Medical and Clinical Psychology, Uniformed Services University of the Health Sciences, Bethesda, Maryland 20814-4799; e-mail: [email protected] [email protected]
            Annual Review of Psychology Vol. 53: 341 - 369
            • ...measures of social support in the workplace did not substantially change the SES-CAD gradient (Marmot et al. 1997)....

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          • Health Inequalities: Trends, Progress, and Policy

            Sara N. Bleich,1,2 Marian P. Jarlenski,1 Caryn N. Bell,1,2 and Thomas A. LaVeist1,21Department of Health Policy and Management, and2Hopkins Center for Health Disparities Solutions, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland 21205; email: [email protected], [email protected], [email protected], [email protected]
            Annual Review of Public Health Vol. 33: 7 - 40
            • ...a sizable body of literature has documented pervasive and systematic inequalities in health (4, 40, 55, 79, 87)....
          • Social Determinants and the Decline of Cardiovascular Diseases: Understanding the Links

            Sam Harper,1 John Lynch,2,3 and George Davey Smith3,41Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC H3A 1A2, Canada; email: [email protected]2Sansom Institute for Health Research, Division of Health Sciences, University of South Australia, Adelaide SA 5001; School of Population Health and Clinical Practice, University of Adelaide, SA 5005 Australia; email: [email protected]3School of Community and Social Medicine, University of Bristol, Bristol BS8 2BN, United Kingdom;4MRC Center for Causal Analyses in Translational Epidemiology, University of Bristol, Bristol BS8 2BN, United Kingdom; email: [email protected]
            Annual Review of Public Health Vol. 32: 39 - 69
            • ...Marmot et al. (109) argued that IHD demonstrated a social class crossover: i.e., ...
          • SEARCHING FOR THE BIOLOGICAL PATHWAYS BETWEEN STRESS AND HEALTH

            Shona Kelly, Clyde Hertzman, and Mark DanielsDepartment of Health Care and Epidemiology, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, V6T 1Z3; Canada, e-mail: [email protected]
            Annual Review of Public Health Vol. 18: 437 - 462
            • ... can already be overlapped with longitudinal studies from working age (105, 106)...

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          • Relative Roles of Race Versus Socioeconomic Position in Studies of Health Inequalities: A Matter of Interpretation

            Amani M. Nuru-Jeter,1,2 Elizabeth K. Michaels,2 Marilyn D. Thomas,2 Alexis N. Reeves,2 Roland J. Thorpe Jr.,3 and Thomas A. LaVeist41Division of Community Health Sciences, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected]2Division of Epidemiology, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected], [email protected], [email protected], [email protected]3Department of Health, Behavior, and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland 21205, USA; email: [email protected]4Department of Health Policy and Management, Milken Institute School of Public Health, George Washington University, Washington, DC 20052, USA; email: [email protected]
            Annual Review of Public Health Vol. 39: 169 - 188
            • ...where class-based gradients in health have been monitored for decades (43, 84), ...
            • ...underscoring the significance of these characteristics as enduring factors by which health outcomes are patterned (2, 16, 43, 78, 83, 84)....
            • ...2.3.2. SEP as an exposure.SEP is one of the most widely recognized and enduring predictors of population health (43, 53, 83, 84)....
          • Immigration as a Social Determinant of Health

            Heide Castañeda,1, Seth M. Holmes,2,3, Daniel S. Madrigal,2 Maria-Elena DeTrinidad Young,4 Naomi Beyeler,5 and James Quesada61Department of Anthropology, University of South Florida, Tampa, Florida 33620; email: [email protected]2School of Public Health and3Graduate Program in Medical Anthropology, University of California, Berkeley, California 94720; email: [email protected], [email protected]4Fielding School of Public Health, University of California, Los Angeles, California 90024; email: ma[email protected]5Global Health Sciences, University of California, San Francisco, California 94105; email: [email protected]6Department of Anthropology and Cesar Chavez Institute, San Francisco State University, San Francisco, California 94132; email: [email protected]
            Annual Review of Public Health Vol. 36: 375 - 392
            • ..., upstream factors (86), discrimination, and racial disparities in health outcomes (42, 66, 71, 79, 123, 144)....
          • How Society Shapes the Health Gradient: Work-Related Health Inequalities in a Comparative Perspective

            Christopher B. McLeod,1,2,3 Peter A. Hall,4 Arjumand Siddiqi,5 and Clyde Hertzman1,31School of Population and Public Health,2Center for Health Services and Policy Research,3Human Early Learning Partnership, University of British Columbia Vancouver, British Columbia V6T 1Z3, Canada; email: [email protected], [email protected]4Minda de Gunzburg Center for European Studies, Harvard University, Cambridge, Massachusetts 02138; email: [email protected]5Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario M5T 3M7 Canada; email: [email protected]
            Annual Review of Public Health Vol. 33: 59 - 73
            • ...the impact of occupational hierarchies (1, 37, 56) and other job characteristics—the larger societal context within which work is experienced has received little attention....
          • Social Determinants and the Decline of Cardiovascular Diseases: Understanding the Links

            Sam Harper,1 John Lynch,2,3 and George Davey Smith3,41Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC H3A 1A2, Canada; email: [email protected]2Sansom Institute for Health Research, Division of Health Sciences, University of South Australia, Adelaide SA 5001; School of Population Health and Clinical Practice, University of Adelaide, SA 5005 Australia; email: [email protected]3School of Community and Social Medicine, University of Bristol, Bristol BS8 2BN, United Kingdom;4MRC Center for Causal Analyses in Translational Epidemiology, University of Bristol, Bristol BS8 2BN, United Kingdom; email: [email protected]
            Annual Review of Public Health Vol. 32: 39 - 69
            • ...reports from the first Whitehall study showed that the relative occupational gradient in IHD among U.K. male civil service workers was only partially explained by measures of cholesterol, blood pressure, smoking, and obesity (110, 111, 140)....
            • ...Reproduced from Reference 110 with permission from BMJ Publishing Group Ltd....
            • ...The large unexplained fraction of excess relative risk shown in Figure 6 led the Whitehall study investigators (110) to suggest the “need for continued search for potential aetiological factors in the adult lifestyle or environment of these men....
          • Action on the Social Determinants of Health and Health Inequities Goes Global

            Sharon Friel1,2 and Michael G. Marmot11International Institute for Society and Health, Department of Epidemiology and Public Health, University College London, WC1E 7HB United Kingdom; email: [email protected], [email protected]2National Center for Epidemiology and Population Health, The Australian National University, Canberra, 0200 Australia
            Annual Review of Public Health Vol. 32: 225 - 236
            • ... and the U.K. study of civil servants in Whitehall's work (24, 26)], ...
          • The Social Psychology of Health Disparities

            Jason Schnittker1 and Jane D. McLeod2 1Department of Sociology, University of Pennsylvania, Philadelphia, Pennsylvania 19104-6299; email: [email protected] 2Department of Sociology, Indiana University, Bloomington, Indiana 47405; email: [email protected]
            Annual Review of Sociology Vol. 31: 75 - 103
            • ...including educational attainment (Ross & Wu 1995) and occupational prestige (Marmot et al. 1984, 1991)....
          • Effects of Psychological and Social Factors on Organic Disease: A Critical Assessment of Research on Coronary Heart Disease

            David S. Krantz and Melissa K. McCeneyDepartment of Medical and Clinical Psychology, Uniformed Services University of the Health Sciences, Bethesda, Maryland 20814-4799; e-mail: [email protected] [email protected]
            Annual Review of Psychology Vol. 53: 341 - 369
            • ...in the mid-1980s a longitudinal study of British civil servants (the Whitehall study) revealed a “social gradient” in which health improved and mortality decreased at each higher socioeconomic level (Marmot et al. 1984, Adler & Ostrove 1999)....

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          • HEALTH DISPARITIES AND HEALTH EQUITY: Concepts and Measurement

            Paula BravemanCenter on Social Disparities in Health, University of California, San Francisco, San Francisco, California 94143-0900; email: [email protected]
            Annual Review of Public Health Vol. 27: 167 - 194
            • ...there also is an accumulating research literature on socioeconomic disparities in health in the United States (6, 7, 23, 29, 31, 41, 44, 53, 57–59, 67, 73, 85, 90, 101, 108, 111, 116), ...
          • Effects of Psychological and Social Factors on Organic Disease: A Critical Assessment of Research on Coronary Heart Disease

            David S. Krantz and Melissa K. McCeneyDepartment of Medical and Clinical Psychology, Uniformed Services University of the Health Sciences, Bethesda, Maryland 20814-4799; e-mail: [email protected] [email protected]
            Annual Review of Psychology Vol. 53: 341 - 369
            • ...it has also been demonstrated in the United States that cardiovascular disease is related to SES (e.g., McDonough et al. 1997)....
          • Income Inequality and Health: What Does the Literature Tell Us?

            Adam Wagstaff1,2 and Eddy van Doorslaer3 1The World Bank, Washington, DC 20433; e-mail: [email protected] 2School of Social Sciences, University of Sussex, Brighton BN1 9QN, United Kingdom 3Department of Health Policy and Management, Erasmus University, 3000 DR Rotterdam, The Netherlands; e-mail: [email protected]
            Annual Review of Public Health Vol. 21: 543 - 567
            • ...Others have found similarly that the mortality reduction resulting from increased income diminishes as income increases (1A, 20A).] In contrast to all other studies, ...

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          • The Relationship Between Education and Health: Reducing Disparities Through a Contextual Approach

            Anna Zajacova1 and Elizabeth M. Lawrence21Department of Sociology, Western University, London, Ontario N6A 5C2, Canada; email: [email protected]2Department of Sociology, University of Nevada, Las Vegas, Nevada 89154, USA; email: [email protected]
            Annual Review of Public Health Vol. 39: 273 - 289
            • ...However, meaningful group differences exist (60, 62, 91)....
          • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

            Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
            Annual Review of Sociology Vol. 35: 553 - 572
            • ...Elo & Preston 1996, McDonough et al. 1999, Smith 2007) and income and wealth (e.g., ...
            • ...measures that combine both individual- and household-based indicators of SES (e.g., Elo & Preston 1996, McDonough et al. 1999)....
            • ...whereas others found the associations to be similar or reversed (e.g., Duncan et al. 2002, Martikainen 1995b, McDonough et al. 1999)....

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          • Recovery from Work: Advancing the Field Toward the Future

            Sabine Sonnentag,1 Bonnie Hayden Cheng,2 and Stacey L. Parker31Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany; email: [email protected]2Department of Management and Strategy, Faculty of Business and Economics, The University of Hong Kong, Pok Fu Lam, Hong Kong; email: [email protected]3Centre for Business and Organisational Psychology, School of Psychology, University of Queensland, St Lucia, Queensland, Australia; email: [email protected]
            Annual Review of Organizational Psychology and Organizational Behavior Vol. 9: 33 - 60
            • ...In line with the Allostatic Load Model (McEwen 1998), the ERM posits that facing high demands at work will lead to load reactions in the employee, ...
          • Stress and Health: A Review of Psychobiological Processes

            Daryl B. O'Connor,1 Julian F. Thayer,2 and Kavita Vedhara31School of Psychology, University of Leeds, Leeds LS2 9JT, United Kingdom; email: [email protected]2Department of Psychological Science, School of Social Ecology, University of California, Irvine, California 92697, USA; email: [email protected]3Division of Primary Care, School of Medicine, University of Nottingham, Nottingham NG7 2UH, United Kingdom; email: [email protected]
            Annual Review of Psychology Vol. 72: 663 - 688
            • ...McEwen (1998) proposed the concept of allostatic load to refer to the wear and tear that the body experiences due to repeated and long-term exposure to stress....
            • ...McEwen (1998) proposed that the long-term impact of exposure to stress affects the body at the cardiovascular, ...
            • ...thereby exposing bodily tissues to excessive concentrations of the hormone (Lovallo 2016; McEwen 1998, 2000...
            • ...including the HPA axis (i.e., allostatic load and overload) (McEwen 1998)....
          • Ten Surprising Facts About Stressful Life Events and Disease Risk

            Sheldon Cohen,1 Michael L.M. Murphy,1 and Aric A. Prather21Department of Psychology, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213, USA; email: [email protected], [email protected]2Department of Psychiatry, University of California, San Francisco, California 94118, USA; email: [email protected]
            Annual Review of Psychology Vol. 70: 577 - 597
            • ...we are not denying the possibility that progressive biological wear and tear that occurs with chronic or cumulative stressful life events may result in increased disease risk (Juster et al. 2010, McEwen 1998)....
            • ...resulting in increased risk for physical and psychiatric disorders (Cohen et al. 1995b, McEwen 1998)....
          • Integrating Biomarkers in Social Stratification and Health Research

            Kathleen Mullan Harris1 and Kristen M. Schorpp21Department of Sociology and Carolina Population Center, University of North Carolina, Chapel Hill, North Carolina 27599, USA; email: [email protected]2Department of Sociology, Roanoke College, Salem, Virginia 24153, USA
            Annual Review of Sociology Vol. 44: 361 - 386
            • ...or physiological stability through changing environments (McEwen 1998, McEwen & Seeman 1999, Sterling & Eyer 1981)....
            • ...Adapted with permission from McEwen (1998)....
            • ...and cardiovascular systems that is thought to be caused by chronic stress (McEwen 1998, McEwen & Seeman 1999)....
          • Social Structure, Adversity, Toxic Stress, and Intergenerational Poverty: An Early Childhood Model

            Craig A. McEwen1 and Bruce S. McEwen21Department of Sociology and Anthropology, Bowdoin College, Brunswick, Maine 04011; email: [email protected]2Harold and Margaret Milliken Hatch Laboratory of Neuroendocrinology, The Rockefeller University, New York, NY 10065; email: [email protected]
            Annual Review of Sociology Vol. 43: 445 - 472
            • ...and neurochemicals in the brain—to promote adaptation and survival (McEwen 1998)....
          • Cumulative Environmental Impacts: Science and Policy to Protect Communities

            Gina M. Solomon,1 Rachel Morello-Frosch,2 Lauren Zeise,3 and John B. Faust31Office of the Secretary, California Environmental Protection Agency (CalEPA), Sacramento, California 95812; email: [email protected]2Department of Environmental Science, Policy and Management and School of Public Health, University of California, Berkeley, California 94720-3114; email: [email protected]3Office of Environmental Health Hazard Assessment, California Environmental Protection Agency (CalEPA), Oakland, California 94612; email: [email protected], [email protected]
            Annual Review of Public Health Vol. 37: 83 - 96
            • ...“maintaining stability through change”—is one model for understanding the relationship between health outcomes, psychosocial stressors, and environmental exposures (35, 36)....
          • Is Racism a Fundamental Cause of Inequalities in Health?

            Jo C. Phelan1 and Bruce G. Link2,31Department of Sociomedical Sciences, Columbia University,2Department of Epidemiology, Columbia University, and3New York State Psychiatric Institute, New York, New York 10032; email: [email protected], [email protected]
            Annual Review of Sociology Vol. 41: 311 - 330
            • ...McEwen and colleagues (e.g., McEwen 1998) developed the concept of allostatic load, ...
          • Stress and Cardiovascular Disease: An Update on Current Knowledge

            Andrew Steptoe and Mika KivimäkiDepartment of Epidemiology and Public Health, University College London, London, WC1E 6BT, United Kingdom; email: [email protected], [email protected]
            Annual Review of Public Health Vol. 34: 337 - 354
            • ...we therefore review research on structural markers of atherosclerosis and standard biological risk factors as potential stress mediators (71, 103)....
          • What Is the Brain-Cancer Connection?

            Lei Cao and Matthew J. DuringCollege of Medicine, The Ohio State University, Columbus, Ohio 43210; email: [email protected], [email protected]
            Annual Review of Neuroscience Vol. 35: 331 - 345
            • ...McEwen and colleagues later introduced the term “allostatic load or overload” to refer to the consequence of allodynamic regulatory wear and tear on the body and brain promoting ill health (McEwen 1998)....
            • ...or dampening the allostatic response to the recurrence of the same stressor (McEwen 1998)....
          • Stress- and Allostasis-Induced Brain Plasticity

            Bruce S. McEwen1 and Peter J. Gianaros21Harold and Margaret Milliken Hatch Laboratory of Neuroendocrinology, The Rockefeller University, New York, New York 10065; email: [email protected]2Departments of Psychiatry and Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania 15213
            Annual Review of Medicine Vol. 62: 431 - 445
            • ...and emotional changes that increase vulnerability to ill health and premature death by several chronic medical conditions (5)....
            • ...Redrawn from Reference 5 with permission....
            • ...and the cost of this adaptation is called allostatic load—the wear-and-tear on the body and brain (5, 8)....
            • ...Within the framework presented above and detailed elsewhere (5), there are four types of allodynamic and physiological responses that may contribute to and reflect allostatic load (Figure 2)....
            • ...This was first described in individuals who failed to habituate in their cortisol response to a public-speaking stressor (5, 71). (c) Prolonged response due to delayed shutdown....
          • Psychological Perspectives on Pathways Linking Socioeconomic Status and Physical Health

            Karen A. Matthews1 and Linda C. Gallo21Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania 15213, and2Department of Psychology, San Diego State University, San Diego, California 92120; email: [email protected], [email protected]
            Annual Review of Psychology Vol. 62: 501 - 530
            • ...the process of “maintaining stability through change” (McEwen 1998)] can over time lead to dysregulation in multiple interrelated physiological systems....
          • Socioeconomic Disparities in Health Behaviors

            Fred C. Pampel,1 Patrick M. Krueger,2 and Justin T. Denney31Department of Sociology, University of Colorado, Boulder, Colorado 80309-0484; email: [email protected]2Department of Sociology, University of Colorado, Denver, Colorado 80217; email: [email protected]3Department of Sociology, Rice University, Houston, Texas 77005; email: [email protected]
            Annual Review of Sociology Vol. 36: 349 - 370
            • ...isolation, and powerlessness (Baum et al. 1999, Lantz et al. 2005, McEwen 1998)....
          • How Experience Gets Under the Skin to Create Gradients in Developmental Health

            Clyde Hertzman1 and Tom Boyce21Human Early Learning Partnership (HELP), University of British Columbia, Vancouver, British Columbia, V6T 1Z5, Canada; [email protected]2Sunny Hill Health Center, University of British Columbia, Vancouver, British Columbia, V6T 1Z5, Canada; [email protected], [email protected]
            Annual Review of Public Health Vol. 31: 329 - 347
            • ...But over the long term, dysregulation of cortisol could damage these same organ systems (71)....
            • ...are thought to exert wear and tear on the HPA axis, leading to dysregulation (71, 72)....
          • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

            Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
            Annual Review of Sociology Vol. 35: 553 - 572
            • ...The stress hypothesis in particular has received increased emphasis in recent years as a potential mediator of the SES-health relationship owing to the accumulating evidence regarding the physiological consequences of cumulative exposure to stressful life experiences as a result of increased “allostatic load” (McEwen 1998, Taylor et al. 1997)....
          • Health Psychology: Developing Biologically Plausible Models Linking the Social World and Physical Health

            Gregory Miller,1 Edith Chen,1 and Steve W. Cole21Department of Psychology, University of British Columbia, Vancouver, V6T 1Z4, British Columbia; email: [email protected]2Department of Medicine, Division of Hematology-Oncology, UCLA School of Medicine, UCLA AIDS Institute, UCLA Molecular Biology Institute, Jonsson Comprehensive Cancer Center and the Norman Cousins Center at UCLA, University of California, Los Angeles, California 90095
            Annual Review of Psychology Vol. 60: 501 - 524
            • ... notion of biological programming, as well as longitudinal conceptions of allostatic load (McEwen 1998)....
          • Race, Race-Based Discrimination, and Health Outcomes Among African Americans

            Vickie M. Mays,1,3,4 Susan D. Cochran,2,3 and Namdi W. Barnes3,4Departments of 1Health Services and 2Epidemiology, University of California, Los Angeles, School of Public Health; 3UCLA Center for Research, Education, Training and Strategic Communication on Minority Health Disparities; and 4Department of Psychology, UCLA, Los Angeles, California 90095-1563; email: [email protected], [email protected], [email protected]
            Annual Review of Psychology Vol. 58: 201 - 225
            • ...and racism (Everson-Rose & Lewis 2005; Karlamangala et al. 2005; Krieger 1990; Krieger & Sidney 1996; McEwen 1998, 2005...
            • ...is the process of the body's response to those challenges (McEwen 1998, 2004, 2005...
            • ...Reprinted from McEwen (1998), copyright © 1998 MMS....
          • Child Maltreatment

            Dante Cicchetti and Sheree L. TothMt. Hope Family Center, Rochester, New York 14608; email: [email protected]; [email protected]
            Annual Review of Clinical Psychology Vol. 1: 409 - 438
            • ...the cumulative long-term effect of physiologic responses to stress (McEwen 1998)....
            • ...and dysregulation in catecholaminergic and serotonergic functioning (Kaufman & Charney 2001, McEwen 1998, Repetti et al. 2002)....
          • Stress and Health: Psychological, Behavioral, and Biological Determinants

            Neil Schneiderman, Gail Ironson, and Scott D. SiegelDepartment of Psychology, University of Miami, Coral Gables, Florida 33124-0751; email: [email protected], [email protected], [email protected]
            Annual Review of Clinical Psychology Vol. 1: 607 - 628
            • ...and the biological cost of these adjustments is known as allostatic load (McEwen 1998)....
          • Depression: Perspectives from Affective Neuroscience

            Richard J. Davidson, Diego Pizzagalli, Jack B. Nitschke, and Katherine PutnamLaboratory for Affective Neuroscience and W.M. Keck Laboratory for Functional Brain Imaging and Behavior, University of Wisconsin-Madison, Madison, Wisconsin 53705-2280; e-mail: [email protected] [email protected] [email protected] [email protected]
            Annual Review of Psychology Vol. 53: 545 - 574
            • ...chronic exposure to increased glucocorticoid concentrations has been shown to lower the threshold for hippocampal neuronal degeneration in animals (Gold et al. 1988, Sapolsky et al. 1990, McEwen 1998)...
          • Effects of Psychological and Social Factors on Organic Disease: A Critical Assessment of Research on Coronary Heart Disease

            David S. Krantz and Melissa K. McCeneyDepartment of Medical and Clinical Psychology, Uniformed Services University of the Health Sciences, Bethesda, Maryland 20814-4799; e-mail: [email protected] [email protected]
            Annual Review of Psychology Vol. 53: 341 - 369
            • ...More recent models of the stress process provide plausible mechanisms by which chronic stress might affect endocrine and metabolic risk factors (e.g., insulin resistance) for atherosclerosis (e.g., McEwen 1998)....
          • Emotions, Morbidity, and Mortality: New Perspectives from Psychoneuroimmunology

            Janice K. Kiecolt-Glaser1, Lynanne McGuire2, Theodore F. Robles3, and Ronald Glaser41,2Department of Psychiatry The Ohio State University College of Medicine, 1670 Upham Drive, Columbus, Ohio 43210; e-mail: [email protected] 3Department of Psychology, The Ohio State University, Columbus, Ohio 43210; e-mail: [email protected] 4Department of Molecular Virology, Immunology, and Medical Genetics, The Ohio State University College of Medicine, 1670 Upham Drive, Columbus, Ohio 43210;
            Annual Review of Psychology Vol. 53: 83 - 107
            • ...the “… long-term effect of the physiologic response to stress” (McEwen 1998, ...
            • ...In concert with the underlying tenets of the allostatic load formulation (McEwen 1998), ...
          • Maternal Care, Gene Expression, and the Transmission of Individual Differences in Stress Reactivity Across Generations

            Michael J MeaneyDevelopmental Neuroendocrinology Laboratory, Douglas Hospital Research Centre, Department of Psychiatry and McGill Centre for the Study of Behavior, Genes and Environment, McGill University, Montréal, Canada; e-mail: [email protected]
            Annual Review of Neuroscience Vol. 24: 1161 - 1192
            • ...It is ironic that the pathways by which stressful events promote the development of such divergent forms of illness involve the same hormones that ensure survival during a period of stress (Chrousos & Gold 1992, McEwen & Stellar 1993, McEwen 1998)....
          • Health Psychology: Psychosocial and Biobehavioral Aspects of Chronic Disease Management

            Neil Schneiderman, Michael H. Antoni, Patrice G. Saab, and Gail IronsonDepartment of Psychology, University of Miami, Coral Gables, Florida 33124-2070; e-mail: [email protected] [email protected] [email protected] [email protected]
            Annual Review of Psychology Vol. 52: 555 - 580
            • ...stress hormones such as catecholamines or cortisol may affect disease course in cancer through their suppressive effects on T-lymphocytes and immune system functions such as NKCC (Maier et al 1994, McEwen 1998)....
          • The Social Environment and Health: A Discussion of the Epidemiologic Literature

            I. H. Yen and S. Leonard SymeSchool of Public Health, University of California, Berkeley, California 94720-7360; email: [email protected]
            Annual Review of Public Health Vol. 20: 287 - 308
            • ...a growing body of literature in psychoneuroimmunology is beginning to show the biologic plausibility of such connections (67, 94)....

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          • What Are the Health Consequences of Upward Mobility?

            Edith Chen,1 Gene H. Brody,2 and Gregory E. Miller11Institute for Policy Research and Department of Psychology, Northwestern University, Evanston, Illinois 60208, USA; email: [email protected]2Center for Family Research, University of Georgia, Athens, Georgia 30602, USA
            Annual Review of Psychology Vol. 73: 599 - 628
            • ... and alters the way that immune cells respond to and recover from challenges (McEwen & Seeman 1999)....
          • Stress and Health: A Review of Psychobiological Processes

            Daryl B. O'Connor,1 Julian F. Thayer,2 and Kavita Vedhara31School of Psychology, University of Leeds, Leeds LS2 9JT, United Kingdom; email: [email protected]2Department of Psychological Science, School of Social Ecology, University of California, Irvine, California 92697, USA; email: [email protected]3Division of Primary Care, School of Medicine, University of Nottingham, Nottingham NG7 2UH, United Kingdom; email: [email protected]
            Annual Review of Psychology Vol. 72: 663 - 688
            • ...and cellular levels and increases the risk of developing disease because the bodily systems stop working effectively (see McEwen & Seeman 1999)....
          • Integrating Biomarkers in Social Stratification and Health Research

            Kathleen Mullan Harris1 and Kristen M. Schorpp21Department of Sociology and Carolina Population Center, University of North Carolina, Chapel Hill, North Carolina 27599, USA; email: [email protected]2Department of Sociology, Roanoke College, Salem, Virginia 24153, USA
            Annual Review of Sociology Vol. 44: 361 - 386
            • ...or physiological stability through changing environments (McEwen 1998, McEwen & Seeman 1999, Sterling & Eyer 1981)....
            • ...Daily cumulative conditions of these low-level stressors operate to break down the body's physiological equilibrium (Almeida & Wong 2009, McEwen & Seeman 1999)....
            • ...and cardiovascular systems that is thought to be caused by chronic stress (McEwen 1998, McEwen & Seeman 1999)....
          • Psychological Perspectives on Pathways Linking Socioeconomic Status and Physical Health

            Karen A. Matthews1 and Linda C. Gallo21Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania 15213, and2Department of Psychology, San Diego State University, San Diego, California 92120; email: [email protected], [email protected]
            Annual Review of Psychology Vol. 62: 501 - 530
            • ...mortality, and functional decline (considered tertiary outcomes; McEwen & Seeman 1999)....
          • The Neurobiology of Stress and Development

            Megan Gunnar and Karina QuevedoInstitute of Child Development, University of Minnesota, Minneapolis, Minnesota 55455; email: [email protected], [email protected]
            Annual Review of Psychology Vol. 58: 145 - 173
            • ...stress responses are composed of the activation of neurobiological systems that help preserve viability through change or allostasis (McEwen & Seeman 1999)....
            • ...or the maintenance of stability through change (McEwen & Seeman 1999)....
          • Race, Race-Based Discrimination, and Health Outcomes Among African Americans

            Vickie M. Mays,1,3,4 Susan D. Cochran,2,3 and Namdi W. Barnes3,4Departments of 1Health Services and 2Epidemiology, University of California, Los Angeles, School of Public Health; 3UCLA Center for Research, Education, Training and Strategic Communication on Minority Health Disparities; and 4Department of Psychology, UCLA, Los Angeles, California 90095-1563; email: [email protected], [email protected], [email protected]
            Annual Review of Psychology Vol. 58: 201 - 225
            • ...autonomic nervous system, and the hypothalamic-pituitary-adrenal (HPA) axis (McEwen & Seeman 1999), ...

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          • Polygenic Risk Scores in Clinical Psychology: Bridging Genomic Risk to Individual Differences

            Ryan Bogdan,1 David A.A. Baranger,1 and Arpana Agrawal21BRAINLab, Department of Psychological and Brain Sciences, and Division of Biology and Biomedical Sciences, Washington University in St. Louis, St. Louis, Missouri 63110, USA; email: [email protected]2Department of Psychiatry, Washington University in St. Louis School of Medicine, St. Louis, Missouri 63110, USA
            Annual Review of Clinical Psychology Vol. 14: 119 - 157
            • ...there has been skepticism regarding the investment of resources in gene discovery for disorders that are less heritable, such as depression and addictions (Merikangas & Risch 2003)....
          • The Diagnosis of Mental Disorders: The Problem of Reification

            Steven E. HymanDepartment of Neurobiology, Harvard Medical School, Harvard University, Cambridge, Massachusetts 02138; email: [email protected]
            Annual Review of Clinical Psychology Vol. 6: 155 - 179
            • ...and bipolar disorder number among the most heritable of common, genetically complex illnesses (Table 1; Merikangas & Risch 2003)....

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          • The Social Determinants of Health: Coming of Age

            Paula Braveman,1 Susan Egerter,1 and David R. Williams21Center on Social Disparities in Health, Department of Family and Community Medicine, University of California, San Francisco, California 94118; email: [email protected], [email protected]2School of Public Health, Harvard University, Boston, Massachusetts 02115; email: [email protected]
            Annual Review of Public Health Vol. 32: 381 - 398
            • ...for 30 years (69, 92) and more recently in the United States (14, 73, 82)....

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          • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

            Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
            Annual Review of Sociology Vol. 35: 553 - 572
            • ...to what extent observed social class inequalities in adult health and mortality are caused by social class rather than by cumulative health shocks beginning in early life or by some unobserved characteristics (Haas 2006, Hayward et al. 1997, Link et al. 2008, Mulatu & Schooler 2002, Smith 2007)....

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          • Aging Populations, Mortality, and Life Expectancy

            Eileen M. Crimmins and Yuan S. ZhangAndrus Gerontology Center, Davis School of Gerontology, University of Southern California, Los Angeles, California 90089–0191, USA; email: [email protected]
            Annual Review of Sociology Vol. 45: 69 - 89
            • ...Murray et al. (2006), investigating mortality disparities across race–county combinations, find that the life expectancy gap between the most advantaged and disadvantaged counties was 15.4 years for men and 12.8 years for women and that the gap was largest for young and middle-aged adults. Chetty and colleagues (2016)...
          • Making Health Research Matter: A Call to Increase Attention to External Validity

            Amy G. Huebschmann,1,2 Ian M. Leavitt,3 and Russell E. Glasgow2,41Division of General Internal Medicine, Center for Women's Health Research, School of Medicine, University of Colorado, Aurora, Colorado 80045, USA; email: [email protected]2Dissemination and Implementation Science Program of Adult and Child Consortium for Outcomes Research and Delivery Science (ACCORDS), School of Medicine, University of Colorado, Aurora, Colorado 80045, USA3Department of Social and Behavioral Sciences, T.H. Chan School of Public Health, Harvard University, Boston, Massachusetts 02115, USA; email: [email protected]4Department of Family Medicine, School of Medicine, University of Colorado, Aurora, Colorado 80045, USA; email: [email protected]
            Annual Review of Public Health Vol. 40: 45 - 63
            • ...When location and race are considered together, health disparities tend to be even more prominent (60)....
          • The Physiology of Optimizing Health with a Focus on Exercise as Medicine

            Bente Klarlund PedersenCentre of Inflammation and Metabolism/Centre for Physical Activity Research (CIM/CFAS), Rigshospitalet, University of Copenhagen, DK-2100 Copenhagen, Denmark; email: [email protected]
            Annual Review of Physiology Vol. 81: 607 - 627
            • ...Typical commuting cyclists are people who are well educated and conscious about the health consequences of physical inactivity as well as the positive benefits to the environment (146, 147)....
          • The Double Disparity Facing Rural Local Health Departments

            Jenine K. Harris,1 Kate Beatty,2 J.P. Leider,3 Alana Knudson,4,5 Britta L. Anderson,5 and Michael Meit4,51Brown School, Washington University in St. Louis, St. Louis, Missouri 63130; email: [email protected]2Department of Health Services Management and Policy, College of Public Health, East Tennessee State University, Johnson City, Tennessee 37614; email: [email protected]3Department of Health Policy and Management, Johns Hopkins University, Baltimore, Maryland 21205; email: [email protected]4Public Health Department,5NORC Walsh Center for Rural Health Analysis, University of Chicago, Chicago, Illinois 60637; email: [email protected], [email protected], [email protected]
            Annual Review of Public Health Vol. 37: 167 - 184
            • ...some rural areas fared better or worse on certain health behaviors and outcomes compared with others (90, 93, 94)....
          • Why Do Americans Have Shorter Life Expectancy and Worse Health Than Do People in Other High-Income Countries?

            Mauricio Avendano1,2 and Ichiro Kawachi21Department of Social Policy, LSE Health and Social Care, London School of Economics and Political Science, London, WC2A 2AE, United Kingdom; email: [email protected], [email protected]2School of Public Health, Department of Social and Behavioral Sciences, Harvard University, Boston, Massachusetts 02115; email: [email protected]
            Annual Review of Public Health Vol. 35: 307 - 325
            • ...referred to as the “Eight Americas,” and found large differences in life expectancy among these groups (64, 65)....
            • ...mortality in the disadvantaged Americas is up to two times worse than that in the worst OECD country (64, 65)....
          • Implementing Health Reform: Improved Data Collection and the Monitoring of Health Disparities

            Rashida Dorsey,1 Garth Graham,2 Sherry Glied,3 David Meyers,4 Carolyn Clancy,5 and Howard Koh61Office of Minority Health, U.S. Department of Health and Human Services, Rockville, Maryland 20852; email: [email protected]2Department of Medicine, University of Florida, Gainesville, Florida 32611; email: [email protected]3Wagner Graduate School of Public Service, New York University, New York, NY 10012-9604; email: [email protected]4Agency for Healthcare Research and Quality, U.S. Department of Health and Human Services, Rockville, Maryland 20850; email: [email protected]5Office of Quality, Safety and Value, Department of Veterans Affairs, Washington, DC 20420; email: [email protected]6Office of the Assistant Secretary for Health, U.S. Department of Health and Human Services, Washington, DC 20201; email: [email protected]
            Annual Review of Public Health Vol. 35: 123 - 138
            • ...and overweight and obesity compared with the rest of the US population (2, 11, 12, 22, 27, 48, 61, 63, 66, 82, 99)....
          • The Hurrider I Go the Behinder I Get: The Deteriorating International Ranking of U.S. Health Status

            Stephen BezruchkaDepartments of Health Services and Global Health, School of Public Health, University of Washington, Seattle, Washington 98195-7660; email: [email protected]
            Annual Review of Public Health Vol. 33: 157 - 173
            • ...Published health comparisons of subgroups within the United States are fairly common (91), ...
          • The Growing Impact of Globalization for Health and Public Health Practice

            Ronald Labonté, Katia Mohindra, and Ted SchreckerInstitute of Population Health, University of Ottawa, Ottawa, Ontario K1N 6N5, Canada; email: [email protected], [email protected], [email protected]
            Annual Review of Public Health Vol. 32: 263 - 283
            • ...a study that compared health status with demographic characteristics at the county level found that the life expectancy of African Americans in high-risk urban counties is almost nine years shorter than that of the mostly white residents of Middle America (89, 90)...
            • ...; “tens of millions of Americans are experiencing levels of health that are more typical of middle-income or low-income developing countries” (90, ...

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          • Immigrant Selectivity Effects on Health, Labor Market, and Educational Outcomes

            Cynthia FelicianoDepartment of Sociology, Washington University, St. Louis, Missouri 63130, USA; email: [email protected]
            Annual Review of Sociology Vol. 46: 315 - 334
            • ...are better than expected given their lower socioeconomic status relative to native-born Whites (Palloni & Arias 2004)....
            • ...Health researchers have also explored whether selective return migration of those who are less healthy—referred to as salmon bias—helps explain immigrant health advantages relative to host-country natives, particularly among those at older ages (Palloni & Arias 2004)....
            • ...find indirect evidence of salmon bias by showing that return migrants are less healthy across a number of indicators than migrants remaining in the United States (Arenas et al. 2015, Bostean 2013, Donato et al. 2019, Palloni & Arias 2004, Riosmena et al. 2013, Turra & Elo 2008, Ullmann et al. 2011)....

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          • Declining Life Expectancy in the United States: Missing the Trees for the Forest

            Sam Harper,1,2,3 Corinne A. Riddell,4 and Nicholas B. King1,2,51Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec H3A 1A2, Canada; email: [email protected], [email protected]2Institute for Health and Social Policy, McGill University, Montreal, Quebec H3A 1A2, Canada3Department of Public Health, Erasmus Medical Center, 3015 GD Rotterdam, The Netherlands4Division of Epidemiology and Biostatistics, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected]5Biomedical Ethics Unit, McGill University, Montreal, Quebec H3A 1X1, Canada
            Annual Review of Public Health Vol. 42: 381 - 403
            • ...past studies have reported large and generally increasing mortality inequality by education and income (14, 29, 48, 107, 112)....
          • Increasing Disparities in Mortality by Socioeconomic Status

            Barry BosworthEconomics Studies Program, The Brookings Institution, Washington, DC 20036, USA; email: [email protected]
            Annual Review of Public Health Vol. 39: 237 - 251
            • ...Using a wide range of measures of socioeconomic status (SES), such as income, education, wealth, and occupation (24, 33, 35, 36), ...
            • ...Early examples were Feldman and others (18) and Pappas and others (33)....
          • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

            Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
            Annual Review of Sociology Vol. 35: 553 - 572
            • ...the widespread evidence indicating the widening of social class inequalities in mortality in recent decades in Europe and North America (Krokstad et al. 2002, Macintyre 1997, Mackenbach et al. 1989, Marmot et al. 1987, Martikainen et al. 2001b, Pappas et al. 1993, Preston & Elo 1995, Wilkins et al. 1989), ...
            • ...educational differentials in mortality widened in the United States (Pappas et al. 1993, Preston & Elo 1995) and in several European countries (e.g., ...
            • ...a program that covers health-care expenditures for the elderly (Pappas et al. 1993, Preston & Elo 1995)....
            • ...Elo & Drevenstedt 2002, Kohler et al. 2008, Koskinen & Martelin 1994, Pappas et al. 1993), ...
          • Social Epidemiology: Social Determinants of Health in the United States: Are We Losing Ground?

            Lisa F. BerkmanHarvard Center for Population and Development Studies, Harvard School of Public Health; email: [email protected]
            Annual Review of Public Health Vol. 30: 27 - 41
            • ...the magnitudes of the differences are highly variable across time and place (46, 47, 62, 72), ...
            • ...Epidemiologists and economists have explicitly noted the rising health inequalities in the United States related to socioeconomic conditions and among racial/ethnic groups (19, 30, 36, 53, 62, 73)....
          • HEALTH DISPARITIES AND HEALTH EQUITY: Concepts and Measurement

            Paula BravemanCenter on Social Disparities in Health, University of California, San Francisco, San Francisco, California 94143-0900; email: [email protected]
            Annual Review of Public Health Vol. 27: 167 - 194
            • ...there also is an accumulating research literature on socioeconomic disparities in health in the United States (6, 7, 23, 29, 31, 41, 44, 53, 57–59, 67, 73, 85, 90, 101, 108, 111, 116), ...
          • Classification of Race and Ethnicity: Implications for Public Health

            Vickie M. Mays,1 Ninez A. Ponce,2 Donna L. Washington,3 and Susan D. Cochran41Department of Psychology, University of California, Los Angeles, Box 951563, Los Angeles, California 90095-1563; email: [email protected] 2Department of Health Services, School of Public Health, University of California, Los Angeles, Los Angeles, California 90095-1772; email: [email protected] 3Department of Medicine, Veterans Affairs, Greater Los Angeles Healthcare System, 11301 Wilshire Boulevard, 111G, Room 3242, Los Angeles, California 90073; email: [email protected] 4Department of Epidemiology, School of Public Health, University of California, Los Angeles, California 90095-1772; email: [email protected]
            Annual Review of Public Health Vol. 24: 83 - 110
            • ...These, too, differ among racial/ethnic groups (17, 76, 80, 88, 95, 125)....
          • Health Promotion in the City: A Review of Current Practice and Future Prospects in the United States

            N. FreudenbergProgram in Urban Public Health, Hunter College School of Health Sciences, City University of New York, New York, New York 10010; e-mail: [email protected]
            Annual Review of Public Health Vol. 21: 473 - 503
            • ...A growing body of literature demonstrates that income inequality contributes to adverse health outcomes (105, 106, 128, 151, 223)....
            • ...As research evidence on the adverse health impact of income inequality accumulates (14, 105, 106, 128, 151), ...
          • IMPLICATIONS OF THE RESULTS OF COMMUNITY INTERVENTION TRIALS

            Glorian Sorensen,1,2 Karen Emmons,1,2 Mary Kay Hunt,1 and Douglas Johnston11Dana-Farber Cancer Institute, Center for Community-Based Research, Boston, Massachusetts 02115 2Harvard School of Public Health, Department of Health and Social Behavior, Boston, Massachusetts 02115; e-mail: [email protected] ; [email protected] ; [email protected]
            Annual Review of Public Health Vol. 19: 379 - 416
            • ...Inverse relationships between social class and disease have been found consistently across diseases (18, 21, 65, 93, 112, 129, 150, 182, 201)....
          • The First Injustice: Socioeconomic Disparities, Health Services Technology, and Infant Mortality

            Steven L. GortmakerDepartment of Health and Social Behavior, Harvard School of Public Health, Boston, Massachusetts 02115 Paul H. WiseDepartment of Pediatrics, Boston Medical Center and Boston University School of Medicine, One Boston Medical Center Place, Boston, Massachusetts 02118
            Annual Review of Sociology Vol. 23: 147 - 170
            • Measuring Social Class in US Public Health Research: Concepts, Methodologies, and Guidelines

              N. Krieger1, D. R. Williams2, and N. E. Moss31Department of Health and Social Behavior, Harvard School of Public Health, Boston, Massachusetts 02115; email, [email protected] ;2Department of Sociology and Institute for Social Research, University of Michigan, Ann Arbor, Michigan, 48106-1248; email, [email protected];3Behavioral and Social Research Program, National Institute on Aging, Bethesda, Maryland, 20892; email, [email protected]
              Annual Review of Public Health Vol. 18: 341 - 378
              • ...studies have documented widening disparities in mortality by educational level (42, 54, 127)...
              • ...Considerable evidence nonetheless demonstrates that individuals' educational level is an important predictor of mortality and morbidity in the United States (49, 54, 86, 127, 136), ...
            • MEDICAL ANTHROPOLOGY AND EPIDEMIOLOGY

              James A. Trostle1 and Johannes Sommerfeld21Five College Medical Anthropology Program, Mount Holyoke College, South Hadley, Massachusetts 01075 2Institute of Tropical Hygiene and Public Health, University of Heidelberg, Im Neuenheimer Feld 324, 69120 Heidelberg, Germany
              Annual Review of Anthropology Vol. 25: 253 - 274
              • ...have done epidemiological studies of the health effects of poverty and social stratification in the United States (164, 187)....
            • THE CONSTRUCTION OF POVERTY AND HOMELESSNESS IN US CITIES

              I. SusserAnthropology Department, Hunter College, City University of New York, 695 Park Avenue, New York, NY, 10021
              Annual Review of Anthropology Vol. 25: 411 - 435
              • ...Some of the most graphic and penetrating studies of the new poverty concern health and disease in the United States (10, 108, 118, 160, 196, 198, 210)....
            • Comparative Medical Systems

              David MechanicInstitute for Health, Health Care Policy, and Aging Research, Rutgers University, 30 College Avenue, New Brunswick, New Jersey 08903David A. RochefortDepartment of Political Science, Northeastern University, Boston, Massachusetts 02115
              Annual Review of Sociology Vol. 22: 239 - 270
              • ...reflecting the wide range of health influences associated with social class differences and income inequalities (Pappas et al 1993, Feinstein 1993)....

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            • Bayesian Models of Conceptual Development: Learning as Building Models of the World

              Tomer D. Ullman1,3 and Joshua B. Tenenbaum2,31Department of Psychology, Harvard University, Cambridge, Massachusetts 02138, USA2Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA; email: [email protected]3Center for Brains, Minds and Machines, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
              Annual Review of Developmental Psychology Vol. 2: 533 - 558
              • ...Kemp & Tenenbaum 2009, Xu & Tenenbaum 2007), whereas directed graphs (Pearl 2000)...
              • ... defined on causal Bayesian networks, or directed graphical models (Pearl 1988, 2000)....
            • Inferring Causal Relationships Between Risk Factors and Outcomes from Genome-Wide Association Study Data

              Stephen Burgess,1,2 Christopher N. Foley,1 and Verena Zuber11MRC Biostatistics Unit, University of Cambridge, Cambridge CB2 0SR, United Kingdom; email: [email protected]2Cardiovascular Epidemiology Unit, University of Cambridge, Cambridge CB1 8RN, United Kingdom
              Annual Review of Genomics and Human Genetics Vol. 19: 303 - 327
              • ...then it is more likely that the individual has a throat infection (77)....
            • Attribution of Weather and Climate Events

              Friederike E.L. OttoEnvironmental Change Institute, University of Oxford, OX1 3QY Oxford, United Kingdom; email: [email protected]
              Annual Review of Environment and Resources Vol. 42: 627 - 646
              • ...They show how the formalism developed under probabilistic event attribution approaches can be implemented in the formalism of causal theory as developed by scholars such as Judea Pearl (44)....
            • Race as a Bundle of Sticks: Designs that Estimate Effects of Seemingly Immutable Characteristics

              Maya Sen1 and Omar Wasow21Harvard Kennedy School, Cambridge, Massachusetts 02138; email: [email protected]2Department of Politics, Princeton University, Princeton, New Jersey 08544; email: [email protected]
              Annual Review of Political Science Vol. 19: 499 - 522
              • ...Cook & Campbell 1979, p. 36; Gelman & Hill 2007, p. 186; Pearl 2000).5...
            • Correlational Studies in Typological and Historical Linguistics

              D. Robert Ladd,1 Seán G. Roberts,2 and Dan Dediu3,4 1Department of Linguistics and English Language, University of Edinburgh, Edinburgh EH8 9AD, United Kingdom; email: [email protected] 2Language and Cognition Department, 3Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen 6500 AH, Netherlands 4The Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6525 EN, Netherlands
              Annual Review of Linguistics Vol. 1: 221 - 241
              • ...Recent important advances hold the promise of both a better theoretical understanding and new quantitative methods for inferring causal models from correlational data (Pearl 2000, Hernan & Robins 2014)....
            • High-Dimensional Statistics with a View Toward Applications in Biology

              Peter Bühlmann, Markus Kalisch, and Lukas MeierSeminar for Statistics, ETH Zürich, CH-8092 Zürich, Switzerland; email: [email protected], [email protected], [email protected]
              Annual Review of Statistics and Its Application Vol. 1: 255 - 278
              • ...This description can be formalized, for example, using Pearl's do-operator calculus (Pearl 2000)....
              • ...denoted by γj, can then be quantified using do calculus (Pearl 2000)....
              • ...and we can infer only a Markov equivalence class of DAGs (Pearl 2000, Spirtes et al. 2000)....
            • Network Analysis: An Integrative Approach to the Structure of Psychopathology

              Denny Borsboom and Angélique O.J. CramerDepartment of Psychology, University of Amsterdam, Amsterdam 1018 XA, The Netherlands; email: [email protected]
              Annual Review of Clinical Psychology Vol. 9: 91 - 121
              • ...or (c) selection on a common effect of the symptoms (Pearl 2000)....
              • ...The use of directed causal networks in statistical analysis has seen great developments in the past decades, especially in the work of Pearl (2000)...
            • Opiates for the Matches: Matching Methods for Causal Inference

              Jasjeet S. SekhonTravers Department of Political Science, Survey Research Center, University of California, Berkeley, California 94720; email: [email protected]
              Annual Review of Political Science Vol. 12: 487 - 508
              • ...An alternative whose prominence has been growing in recent years is Pearl's (2000)...
            • Spontaneous Inferences, Implicit Impressions, and Implicit Theories

              James S. Uleman, S. Adil Saribay, and Celia M. GonzalezDepartment of Psychology, New York University, New York, New York 10003; email: [email protected], [email protected], [email protected]
              Annual Review of Psychology Vol. 59: 329 - 360
              • ...and a set of formalisms for calculating normative revisions in the network of beliefs following new information (Pearl 2000)....
            • Personality Architecture: Within-Person Structures and Processes

              Daniel CervoneDepartment of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607-7137; email: [email protected]
              Annual Review of Psychology Vol. 56: 423 - 452
              • ...one must at minimum identify factors that covary with the occurrences that are to be explained (e.g., Pearl 2000)....

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              Jason Schnittker1 and Jane D. McLeod2 1Department of Sociology, University of Pennsylvania, Philadelphia, Pennsylvania 19104-6299; email: [email protected] 2Department of Sociology, Indiana University, Bloomington, Indiana 47405; email: [email protected]
              Annual Review of Sociology Vol. 31: 75 - 103
              • ...low socioeconomic status during childhood was significantly associated with risk factors for and the prevalence of adult disease in several studies (Davey Smith et al. 1997, Lynch et al. 1997, Power & Matthews 1997)....

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              Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
              Annual Review of Sociology Vol. 35: 553 - 572
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            • Declining Life Expectancy in the United States: Missing the Trees for the Forest

              Sam Harper,1,2,3 Corinne A. Riddell,4 and Nicholas B. King1,2,51Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec H3A 1A2, Canada; email: [email protected], [email protected]2Institute for Health and Social Policy, McGill University, Montreal, Quebec H3A 1A2, Canada3Department of Public Health, Erasmus Medical Center, 3015 GD Rotterdam, The Netherlands4Division of Epidemiology and Biostatistics, School of Public Health, University of California, Berkeley, California 94720, USA; email: [email protected]5Biomedical Ethics Unit, McGill University, Montreal, Quebec H3A 1X1, Canada
              Annual Review of Public Health Vol. 42: 381 - 403
              • ...past studies have reported large and generally increasing mortality inequality by education and income (14, 29, 48, 107, 112)....
            • Increasing Disparities in Mortality by Socioeconomic Status

              Barry BosworthEconomics Studies Program, The Brookings Institution, Washington, DC 20036, USA; email: [email protected]
              Annual Review of Public Health Vol. 39: 237 - 251
              • ...Using a wide range of measures of socioeconomic status (SES), such as income, education, wealth, and occupation (24, 33, 35, 36), ...
              • ...It also appears to be a global phenomenon as evidence exists of a similar pattern in other countries, even those with various versions of universal health care (30, 35, 49)....
              • ...A 1995 paper by Preston & Elo (35) reviewed a number of those studies and reported a mixed story in which the mortality differential had clearly widened since 1960 for white males, ...
            • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

              Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
              Annual Review of Sociology Vol. 35: 553 - 572
              • ...the widespread evidence indicating the widening of social class inequalities in mortality in recent decades in Europe and North America (Krokstad et al. 2002, Macintyre 1997, Mackenbach et al. 1989, Marmot et al. 1987, Martikainen et al. 2001b, Pappas et al. 1993, Preston & Elo 1995, Wilkins et al. 1989), ...
              • ...investigators must interpret the results of trend analyses accordingly and take into account in the analyses the changes in the size of the various SES groups (Mackenbach & Kunst 1997, Pamuk 1985, Preston & Elo 1995)....
              • ...educational differentials in mortality widened in the United States (Pappas et al. 1993, Preston & Elo 1995) and in several European countries (e.g., ...
              • ...the more rapid decline in smoking among those with higher levels of schooling may have played a role (Feldman et al. 1989, Preston & Elo 1995)....
              • ...a program that covers health-care expenditures for the elderly (Pappas et al. 1993, Preston & Elo 1995)....

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            • Accounting for Confounding in Observational Studies

              Brian M. D'Onofrio,1,2 Arvid Sjölander,2 Benjamin B. Lahey,3 Paul Lichtenstein,2 and A. Sara Öberg2,41Department of Psychological and Brain Sciences, Indiana University, Bloomington, Indiana 47405, USA; email: [email protected]2Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, SE-171 77 Stockholm, Sweden; email: [email protected], [email protected], [email protected]3Departments of Health Studies and Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, Illinois 60637, USA; email: [email protected]4Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts 02115, USA
              Annual Review of Clinical Psychology Vol. 16: 25 - 48
              • ...and adjusting for this variable completely removes the influence of all measured confounders (Rosenbaum & Rubin 1983)....
            • Randomized Experiments in Education, with Implications for Multilevel Causal Inference

              Stephen W. Raudenbush1 and Daniel Schwartz21Department of Sociology, Harris School of Public Policy, and Committee on Education, University of Chicago, Chicago, Illinois 60637, USA; email: [email protected]2Department of Public Health Sciences, University of Chicago, Chicago, Illinois 60637, USA
              Annual Review of Statistics and Its Application Vol. 7: 177 - 208
              • ...which may have high dimension, is summarized by the propensity score (Rosenbaum & Rubin 1983)....
              • ...these assumptions may be called strongly ignorable sampling, borrowing from the language of Rosenbaum & Rubin (1983)....
            • Q-Learning: Theory and Applications

              Jesse Clifton and Eric LaberDepartment of Statistics, North Carolina State University, Raleigh, North Carolina 27695, USA; email: [email protected]
              Annual Review of Statistics and Its Application Vol. 7: 279 - 301
              • ...Then define the survivor function : 21. [ play a role analogous to propensity scores (Rosenbaum & Rubin 1983) in the evaluation of single-stage treatment regimes, ...
            • Modern Algorithms for Matching in Observational Studies

              Paul R. RosenbaumDepartment of Statistics, Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania 19104-6340, USA; email: [email protected]
              Annual Review of Statistics and Its Application Vol. 7: 143 - 176
              • ...This section contains a brief discussion of propensity scores, mostly based on Rosenbaum & Rubin (1983)....
              • .... [The proof of Equation 2 is immediate (Rosenbaum & Rubin 1983, ...
            • Machine Learning Methods That Economists Should Know About

              Susan Athey1,2,3 and Guido W. Imbens1,2,3,41Graduate School of Business, Stanford University, Stanford, California 94305, USA; email: [email protected], [email protected]2Stanford Institute for Economic Policy Research, Stanford University, Stanford, California 94305, USA3National Bureau of Economic Research, Cambridge, Massachusetts 02138, USA4Department of Economics, Stanford University, Stanford, California 94305, USA
              Annual Review of Economics Vol. 11: 685 - 725
              • ...A canonical problem is that of estimating average treatment effects under unconfoundedness (Rosenbaum & Rubin 1983, Imbens & Rubin 2015)....
            • Evaluation of Causal Effects and Local Structure Learning of Causal Networks

              Zhi Geng,1 Yue Liu,1 Chunchen Liu,2 and Wang Miao3 1School of Mathematical Sciences, Peking University, Beijing 100871, China; email: [email protected], [email protected]2Department of Data Mining, NEC Laboratories China, Beijing 100600, China; email: [email protected]3Guanghua School of Management, Peking University, Beijing 100871, China; email: [email protected]
              Annual Review of Statistics and Its Application Vol. 6: 103 - 124
              • ...adjustment for observed confounders has rested on the treatment assignment ignorability assumption (Rubin 1978, Rosenbaum & Rubin 1983b): , ...
              • ...The propensity score reduces the dimensionality of matching to a single dimension and has become popular in causal inference (Rosenbaum & Rubin 1983b, Stuart 2010)....
            • Experiments in Criminology: Improving Our Understanding of Crime and the Criminal Justice System

              Greg RidgewayDepartment of Criminology and Department of Statistics, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA; email: [email protected]
              Annual Review of Statistics and Its Application Vol. 6: 37 - 61
              • ...The probability that a stop having features x involves Officer A, f(t=1|x), is the propensity score (Rosenbaum & Rubin 1983)....
            • Econometric Methods for Program Evaluation

              Alberto Abadie1 and Matias D. Cattaneo21Department of Economics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, USA; email: [email protected]2Department of Economics and Department of Statistics, University of Michigan, Ann Arbor, Michigan 48109, USA; email: [email protected]
              Annual Review of Economics Vol. 10: 465 - 503
              • ...Matching on the propensity score is another common variety of matching method. Rosenbaum & Rubin (1983) define the propensity score as the conditional probability of receiving the treatment given covariate values...
              • ...Rosenbaum & Rubin (1983) prove that, if the conditions in Equations 12 and 13 hold, ...
              • ...The propensity score result of Rosenbaum & Rubin (1983) motivates matching estimators that match on the propensity score, ...
            • Election Polls—A Survey, A Critique, and Proposals

              Ron S. Kenett,1,2,3 Danny Pfeffermann,4,5,6 and David M. Steinberg71KPA Ltd., Raanana 43100, Israel; email: [email protected]2Department of Mathematics, University of Turin, 10124 Turin, Italy3The Samuel Neaman Institute, Technion 32000, Israel4Israel Central Bureau of Statistics, Jerusalem 95464, Israel5Department of Statistics, Hebrew University, Jerusalem 91905, Israel6Department of Social Sciences, University of Southampton, Southampton SO17 1BJ, United Kingdom7Department of Statistics and Operations Research, Tel Aviv University, Tel Aviv 69978, Israel
              Annual Review of Statistics and Its Application Vol. 5: 1 - 24
              • ...The panel itself is subject to selection bias and the method assumes that this can be corrected through sophisticated weighting methods, such as propensity scores (Rosenbaum & Rubin 1983)...
              • ...Inverse probability weighting. Leading methods in this category include the propensity score (Rosenbaum & Rubin 1983)...
            • Field Experiments in Organizations

              Dov EdenColler School of Management, Tel Aviv University, Tel Aviv 6997801, Israel; email: [email protected]
              Annual Review of Organizational Psychology and Organizational Behavior Vol. 4: 91 - 122
              • ...(c) by using the propensity score method (Austin 2011, Rosenbaum & Rubin 1983), ...
              • ...Quasi-experimentation has been improved by analytical advances such as propensity-score analysis and sensitivity analysis (D'Agostino & Rubin 2000, Rosenbaum & Rubin 1983)....
            • An Overview of Research and Evaluation Designs for Dissemination and Implementation

              C. Hendricks Brown,1 Geoffrey Curran,2 Lawrence A. Palinkas,3 Gregory A. Aarons,4 Kenneth B. Wells,5 Loretta Jones,6 Linda M. Collins,7 Naihua Duan,8 Brian S. Mittman,9 Andrea Wallace,10 Rachel G. Tabak,11 Lori Ducharme,12 David A. Chambers,13 Gila Neta,13 Tisha Wiley,14 John Landsverk,15 Ken Cheung,16 and Gracelyn Cruden1,171Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois 60611; email: [email protected]2Division of Health Services Research, Psychiatric Research Institute, University of Arkansas for Medical Sciences, Little Rock, Arkansas 72205; email: [email protected]3Department of Children, Youth and Families, School of Social Work, University of Southern California, Los Angeles, California 90089; email: [email protected]4Department of Psychiatry, University of California, San Diego, School of Medicine, La Jolla, California 92093; email: [email protected]5Center for Health Services and Society, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, California 90024; email: [email protected]6Healthy African American Families, Los Angeles, California 90008; email: [email protected]7The Methodology Center and Department of Human Development & Family Studies, Pennsylvania State University, University Park, Pennsylvania 16802; email: [email protected]8Department of Psychiatry, Columbia University Medical Center, Columbia University, New York, NY 10027; email: [email protected]9VA Center for Implementation Practice and Research Support, Virginia Greater Los Angeles Healthcare System, North Hills, California 91343; email: [email protected]10College of Nursing, The University of Iowa, Iowa City, Iowa 52242; email: [email protected]11Prevention Research Center, George Warren Brown School, Washington University, St. Louis, Missouri 63105; email: [email protected]12National Institute of Alcohol Abuse and Alcoholism, National Institutes of Health, Bethesda, Maryland 20814; email: [email protected]13Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, Maryland 20850; email: [email protected], [email protected]14National Institute on Drug Abuse, National Institutes of Health, Bethesda, Maryland 20814; email: [email protected]15Oregon Social Learning Center, Eugene, Oregon 97401; email: [email protected]16Mailman School of Public Health, Columbia University, New York, NY 10032; email: [email protected]17Department of Health Policy and Management, University of North Carolina, Chapel Hill, North Carolina 27514; email: [email protected]
              Annual Review of Public Health Vol. 38: 1 - 22
              • ...are useful in controlling for some degree of assignment bias (98, 104)....
            • Natural Experiments: An Overview of Methods, Approaches, and Contributions to Public Health Intervention Research

              Peter Craig, Srinivasa Vittal Katikireddi, Alastair Leyland, and Frank PophamMRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow G2 3QB, United Kingdom; email: [email protected], [email protected], [email protected], [email protected]
              Annual Review of Public Health Vol. 38: 39 - 56
              • ...defined as the conditional probability of an individual being in the intervention group, given a number of covariates (65)....
            • Statistical Causality from a Decision-Theoretic Perspective

              A. Philip DawidCentre for Mathematical Sciences, University of Cambridge, Cambridge CB3 0WB, United Kingdom; email: [email protected]
              Annual Review of Statistics and Its Application Vol. 2: 273 - 303
              • ...whether further conditioned on T=0 or on T=1; that is, is a balancing score for U(Rosenbaum & Rubin 1983)....
              • ...which is known as the propensity score (Rosenbaum & Rubin 1983)....
            • Advancing the Empirical Research on Lobbying

              John M. de Figueiredo1 and Brian Kelleher Richter21School of Law and Fuqua School of Business, Duke University, Durham, North Carolina 27708-0360; email: [email protected]2McCombs School of Business, University of Texas, Austin, Texas 78712; email: [email protected]
              Annual Review of Political Science Vol. 17: 163 - 185
              • ...other social science fields commonly use advanced matching methods to compare treated units with untreated units that are otherwise similar (Rosenbaum & Rubin 1983)....
            • Cooperative Survey Research

              Stephen Ansolabehere1 and Douglas Rivers21Department of Government, Harvard University, Cambridge, Massachusetts 02138; email: [email protected]2Department of Political Science, Stanford University, Stanford, California 94305; email: [email protected]
              Annual Review of Political Science Vol. 16: 307 - 329
              • ...it suffices to condition on the propensity score p(X) = Pr{R = 1|X} to balance the sample (Rosenbaum & Rubin 1984)....
            • Causal Inference in Public Health

              Thomas A. Glass,1 Steven N. Goodman,2 Miguel A. Hernán,3,4 and Jonathan M. Samet51Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland 21205; email: [email protected]2Department of Medicine, Stanford University, Palo Alto, California 94305; email: [email protected]3Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, Massachusetts 021154Harvard-MIT Division of Health Sciences and Technology, Cambridge, Massachusetts 02115; email: [email protected]5Department of Preventive Medicine, Keck School of Medicine, and USC Institute for Global Health, University of Southern California, Los Angeles, California 90089; email: [email protected]
              Annual Review of Public Health Vol. 34: 61 - 75
              • ...yes/no), this probability is referred to as the propensity score (60)....
            • Credible Causal Inference for Empirical Legal Studies

              Daniel E. Ho1 and Donald B. Rubin21Stanford Law School, Stanford University, Stanford, California 94305; email: [email protected]2Department of Statistics, Harvard University, Cambridge, Massachusetts 02138; email: [email protected]
              Annual Review of Law and Social Science Vol. 7: 17 - 40
              • ... owing to a series of seminal papers by Rubin (Rubin 1974, 1976, 1978, 1979; Rosenbaum & Rubin 1983b, 1984)....
            • Economic Incentives and Global Fisheries Sustainability

              Christopher Costello,1,* John Lynham,2 Sarah E. Lester,3 and Steven D. Gaines11Bren School of Environmental Science and Management, University of California, Santa Barbara, California 93106; email: [email protected], [email protected]2Department of Economics, University of Hawai'i, Mānoa, Hawaii 96822; email: [email protected]3Marine Science Institute, University of California, Santa Barbara, California 93106; email: [email protected]
              Annual Review of Resource Economics Vol. 2: 299 - 318
              • ...we use a propensity score matching approach (Rosenbaum & Rubin 1983), ...
            • Causal Inference in Sociological Research

              Markus GanglDepartment of Sociology, University of Wisconsin, Madison, Wisconsin 53706-1320; email: [email protected]
              Annual Review of Sociology Vol. 36: 21 - 47
              • ...this assessment has been revised in the light of Rosenbaum & Rubin's (1983b) result that matching on an adequate linear combination of covariates X, ...
            • Post-Approval Drug Safety Surveillance

              Robert D. Gibbons,1 Anup K. Amatya,1 C. Hendricks Brown,2 Kwan Hur,1,3 Sue M. Marcus,4 Dulal K. Bhaumik,1 and J. John Mann51Center for Health Statistics, University of Illinois at Chicago, Chicago, Illinois 60612; email: [email protected]2Department of Epidemiology and Public Health, Miller School of Medicine, University of Miami, Miami, Florida 33136; email: [email protected]3Center for Medication Safety, Pharmacy Benefits Management Service, Hines VA Hospital, Hines, Illinois 601414Division of Biostatistics, Division of Health Services, Department of Psychiatry, Mount Sinai School of Medicine, New York, NY 100295New York State Psychiatric Institute, Department of Psychiatry, Columbia University College of Physicians & Surgeons, New York, NY 10032
              Annual Review of Public Health Vol. 31: 419 - 437
              • ...propensity score matching (44) can be used to identify controls that are matched in probability on a large number of potential confounders to the cases....
              • ...Propensity score matching.Propensity score matching (44) provides a way to balance cases (treated) and controls when numerous potential confounders have been measured....
            • Group-Based Trajectory Modeling in Clinical Research

              Daniel S. Nagin1 and Candice L. Odgers21Heinz School of Public Policy, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213-3890;2School of Social Ecology, University of California, Irvine, California 92697-7050; email: [email protected]
              Annual Review of Clinical Psychology Vol. 6: 109 - 138
              • ... attempts to reduce this hazard by combining GBTM and propensity score matching (Rosenbaum & Rubin 1983)....
            • Opiates for the Matches: Matching Methods for Causal Inference

              Jasjeet S. SekhonTravers Department of Political Science, Survey Research Center, University of California, Berkeley, California 94720; email: [email protected]
              Annual Review of Political Science Vol. 12: 487 - 508
              • ...Following Rosenbaum & Rubin (1983), we say that treatment assignment is strongly ignorable given a vector of covariates X if unconfoundedness and common overlap hold:...
              • ...Two common approaches today are propensity score matching (Rosenbaum & Rubin 1983)...
              • ...matching on the propensity score produces balance on the vector of covariates X (Rosenbaum & Rubin 1983)....
              • ...Given strong ignorability, Rosenbaum & Rubin (1983) prove...
            • Adaptive Designs for Randomized Trials in Public Health

              C. Hendricks Brown,1 Thomas R. Ten Have,2 Booil Jo,3 Getachew Dagne,1 Peter A. Wyman,4 Bengt Muthén,5 and Robert D. Gibbons61Prevention Science and Methodology Group, Department of Epidemiology and Biostatistics, University of South Florida, Tampa, Florida, 33612; [email protected]2Department of Biostatistics, School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, 191043Department of Psychiatry and Behavioral Science, Stanford University School of Medicine, Stanford, California, 94305-57954Department of Psychiatry, University of Rochester, Rochester, New York, 146425Graduate School of Education and Information Studies, University of California, Los Angeles, California, 90095-15216Center for Health Statistics, University of Illinois, Chicago, Illinois 60612
              Annual Review of Public Health Vol. 30: 1 - 25
              • ...which are model-based estimates of probabilities of assignment to intervention based on all covariates (110)....
            • The Renaissance of Field Experimentation in Evaluating Interventions

              William R. Shadish1 and Thomas D. Cook21University of California, Merced, California 95344; email: [email protected]2Institute for Policy Research, Northwestern University, Evanston, Illinois 60208-4100; email: [email protected]
              Annual Review of Psychology Vol. 60: 607 - 629
              • ...That changed with widespread interest in work by statistician Donald Rubin (e.g., Rosenbaum & Rubin 1983, Rubin 1974), ...
            • Methods for Improving Regression Analysis for Skewed Continuous or Counted Responses

              Abdelmonem A. Afifi,1 Jenny B. Kotlerman,2 Susan L. Ettner,1,3 and Marie Cowan21School of Public Health, 2School of Nursing, 3School of Medicine, University of California, Los Angeles, California 90095-1772; email: [email protected], [email protected], [email protected], [email protected]
              Annual Review of Public Health Vol. 28: 95 - 111
              • ...Readers interested in that topic are referred to the following articles: D'Agostino (13), Rosenbaum (51), Rosenbaum & Rubin (52, 53), ...
            • Looking Back on “Causal Thinking in the Health Sciences”

              J. S. Kaufman1,2 1Department of Epidemiology, University of North Carolina School of Public Health, Chapel Hill, North Carolina 27599-7400; e-mail: [email protected] C. Poole1 2Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27516-3997
              Annual Review of Public Health Vol. 21: 101 - 119
              • ...The decision to condition in some way on a set of covariates to control for confounding rests on the criterion of ignorability (40, 42), ...

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            • Tracking US Social Change Over a Half-Century: The General Social Survey at Fifty

              Peter V. Marsden,1 Tom W. Smith,2 and Michael Hout31Department of Sociology, Harvard University, Cambridge, Massachusetts 02138, USA; email: [email protected]2NORC at the University of Chicago, Chicago, Illinois 60637, USA3Department of Sociology, New York University, New York, NY 10012, USA
              Annual Review of Sociology Vol. 46: 109 - 134
              • ...though recent cohorts say that they have better SRH. Schnittker (2004)...
            • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

              Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
              Annual Review of Sociology Vol. 35: 553 - 572
              • ...Elo & Preston 1996, McDonough et al. 1999, Smith 2007) and income and wealth (e.g., Herd et al. 2007; Schnittker 2004...
              • ...numerous studies have found education to be a significant predictor of health and mortality in developed countries (e.g., Elo & Preston 1996, Lynch 2003, Schnittker 2004, Smith 2007)...
              • ...such that fewer income-related health disparities are evident at higher than at lower levels of schooling (Schnittker 2004)....
              • ...with psychosocial factors related to stress and social status being some of the hypothesized mechanisms linking income to health outcomes (Backlund et al. 1996, Elo et al. 2006, Martikainen et al. 2001a, Schnittker 2004)....
              • ...This argument is similar to those made regarding the role of income and financial resources that emphasize the relative rather than absolute deprivation perspective with respect to income effects on health outcomes (Lynch & Kaplan 2000, Schnittker 2004, Wilkinson 1996)....

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            Seeman TE, McEwen BS, Rowe JW, Burton H, Singer BH. 2001. Allostatic load as a marker of cumulative biological risk: MacArthur studies of successful aging. Proc. Natl. Acad. Sci. USA 98:4770–75
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            • The Social Determinants of Health: Coming of Age

              Paula Braveman,1 Susan Egerter,1 and David R. Williams21Center on Social Disparities in Health, Department of Family and Community Medicine, University of California, San Francisco, California 94118; email: [email protected], [email protected]2School of Public Health, Harvard University, Boston, Massachusetts 02115; email: [email protected]
              Annual Review of Public Health Vol. 32: 381 - 398
              • ...and the bodily wear and tear associated with chronic stress may accelerate aging (70, 102, 103)....
              • ...The intergenerational transfer of advantage and health.A rich literature over the past two decades examines how differences in social advantage can influence health both over lifetimes and across generations (9, 26, 40, 45, 46, 53, 55, 64, 66, 102, 108, 124)....
            • The Social Psychology of Health Disparities

              Jason Schnittker1 and Jane D. McLeod2 1Department of Sociology, University of Pennsylvania, Philadelphia, Pennsylvania 19104-6299; email: [email protected] 2Department of Sociology, Indiana University, Bloomington, Indiana 47405; email: [email protected]
              Annual Review of Sociology Vol. 31: 75 - 103
              • ...SEP also appears to modify the physiological pathways through which psychosocial factors influence health (Seeman et al. 2001)....

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            • Cumulative Environmental Impacts: Science and Policy to Protect Communities

              Gina M. Solomon,1 Rachel Morello-Frosch,2 Lauren Zeise,3 and John B. Faust31Office of the Secretary, California Environmental Protection Agency (CalEPA), Sacramento, California 95812; email: [email protected]2Department of Environmental Science, Policy and Management and School of Public Health, University of California, Berkeley, California 94720-3114; email: [email protected]3Office of Environmental Health Hazard Assessment, California Environmental Protection Agency (CalEPA), Oakland, California 94612; email: [email protected], [email protected]
              Annual Review of Public Health Vol. 37: 83 - 96
              • ...Allostatic load is the cumulative physiologic degradation that may result from chronic stress exposure and the accompanying long-term shift in homeostatic functions (57)....
            • The Social Determinants of Health: Coming of Age

              Paula Braveman,1 Susan Egerter,1 and David R. Williams21Center on Social Disparities in Health, Department of Family and Community Medicine, University of California, San Francisco, California 94118; email: [email protected], [email protected]2School of Public Health, Harvard University, Boston, Massachusetts 02115; email: [email protected]
              Annual Review of Public Health Vol. 32: 381 - 398
              • ...and the bodily wear and tear associated with chronic stress may accelerate aging (70, 102, 103)....
            • Psychological Perspectives on Pathways Linking Socioeconomic Status and Physical Health

              Karen A. Matthews1 and Linda C. Gallo21Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania 15213, and2Department of Psychology, San Diego State University, San Diego, California 92120; email: [email protected], [email protected]
              Annual Review of Psychology Vol. 62: 501 - 530
              • ...physical decline, and cognitive dysfunction (Karlamangla et al. 2002, 2006; Seeman et al. 1997)....
              • ...the whole is greater than the sum of the parts (Karlamangla et al. 2002, Seeman et al. 1997), ...
            • The Social Psychology of Health Disparities

              Jason Schnittker1 and Jane D. McLeod2 1Department of Sociology, University of Pennsylvania, Philadelphia, Pennsylvania 19104-6299; email: [email protected] 2Department of Sociology, Indiana University, Bloomington, Indiana 47405; email: [email protected]
              Annual Review of Sociology Vol. 31: 75 - 103
              • ...increases the risk of disease (see Seeman et al. 1997 for an example)....
            • PSYCHOSOCIAL FACTORS AND CARDIOVASCULAR DISEASES

              Susan A. Everson-Rose1,2,3 and Tené T. Lewis1Departments of Preventive Medicine1 and Psychology2 and Rush Institute for Healthy Aging,3 Rush University Medical Center, Chicago, Illinois 60612; email: [email protected], [email protected]
              Annual Review of Public Health Vol. 26: 469 - 500
              • ...can result in hormonal and neuroendocrine alterations, including hypercortisolemia or excess glucocorticoid secretion (190)....
            • Emotions, Morbidity, and Mortality: New Perspectives from Psychoneuroimmunology

              Janice K. Kiecolt-Glaser1, Lynanne McGuire2, Theodore F. Robles3, and Ronald Glaser41,2Department of Psychiatry The Ohio State University College of Medicine, 1670 Upham Drive, Columbus, Ohio 43210; e-mail: [email protected] 3Department of Psychology, The Ohio State University, Columbus, Ohio 43210; e-mail: [email protected] 4Department of Molecular Virology, Immunology, and Medical Genetics, The Ohio State University College of Medicine, 1670 Upham Drive, Columbus, Ohio 43210;
              Annual Review of Psychology Vol. 53: 83 - 107
              • ...and dehydroepiandrosterone (DHEA) sulfate; individuals with higher scores on this broad battery were more likely to have incident cardiovascular disease as well as declines in cognitive and physical function when assessed at a 3-year follow-up (Seeman et al. 1997)....
              • ...the battery of health indices described above (Seeman et al. 1997) have important prognostic value; however, ...
            • The Social Environment and Health: A Discussion of the Epidemiologic Literature

              I. H. Yen and S. Leonard SymeSchool of Public Health, University of California, Berkeley, California 94720-7360; email: [email protected]
              Annual Review of Public Health Vol. 20: 287 - 308
              • ...a growing body of literature in psychoneuroimmunology is beginning to show the biologic plausibility of such connections (67, 94)....

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            • Aging Populations, Mortality, and Life Expectancy

              Eileen M. Crimmins and Yuan S. ZhangAndrus Gerontology Center, Davis School of Gerontology, University of Southern California, Los Angeles, California 90089–0191, USA; email: [email protected]
              Annual Review of Sociology Vol. 45: 69 - 89
              • ...and cohort patterns, of smoking, especially for women (Fenelon 2013b, Singh & Hiatt 2006)....
            • Ethnic Groups as Migrant Groups: Improving Understanding of Links Between Ethnicity/Race and Risk of Type 2 Diabetes and Associated Conditions

              Tessa M. PollardDepartment of Anthropology, Durham University, Durham, DH1 3LE, United Kingdom; email: [email protected]
              Annual Review of Anthropology Vol. 40: 145 - 158
              • ...Singh & Hiatt (2006) used national mortality and census data and National Health Interview Surveys to compare migrants with those of the same ethnicity (very broadly defined) born in the United States....

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            • Assuring the Health of Immigrants: What the Leading Health Indicators Tell Us

              Namratha R. Kandula,1,2 Margaret Kersey,1,3 and Nicole Lurie4 1 University of Chicago, Robert Wood Johnson Clinical Scholars Program,
              Chicago, Illinois 60637
              ; email: [email protected]; [email protected] 2 University of Chicago, Department of Medicine,
              Chicago, Illinois 60637
              3 University of Chicago, Department of Pediatrics,
              Chicago, Illinois 60637
              4 RAND,
              Arlington, Virginia, 22202
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              • ...despite higher rates of poverty and poorer access to health care (1, 23, 100, 102)....

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            • Social Class Differentials in Health and Mortality: Patterns and Explanations in Comparative Perspective

              Irma T. EloDepartment of Sociology, Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104; email: [email protected]
              Annual Review of Sociology Vol. 35: 553 - 572
              • ...but factors that underlie these differences are less clearly understood (Cutler et al. 2006, Feinstein 1993, Hayward et al. 2000, Preston & Taubman 1994, Smith 1999, Williams 1990)....
              • ...; Smith 1999, 2005) in addition to or instead of occupation (e.g., ...
              • ...Elo & Preston 1996, Krueger et al. 2003, McDonough & Berglund 2003, Smith 1999)....
              • ...at least partly because health problems lower labor force attachment, income, and wealth and predict early retirement (Smith 1999, 2005...
            • The Social Psychology of Health Disparities

              Jason Schnittker1 and Jane D. McLeod2 1Department of Sociology, University of Pennsylvania, Philadelphia, Pennsylvania 19104-6299; email: [email protected] 2Department of Sociology, Indiana University, Bloomington, Indiana 47405; email: [email protected]
              Annual Review of Sociology Vol. 31: 75 - 103
              • ...Although the possibility of reciprocal effects between SEP and health remains a lingering concern (Smith 1999), ...
            • The Macroeconomic Determinants of Health

              S. V. Subramanian1, Paolo Belli2, and Ichiro Kawachi11Department of Health and Social Behavior and Harvard School of Public Health, Boston, Massachusetts 02115; 2Department of Population and International Health, Harvard School of Public Health, Boston, Massachusetts 02115; e-mail: [email protected]
              Annual Review of Public Health Vol. 23: 287 - 302
              • ...the emerging hypothesis is that a healthy population is a critical input into poverty reduction, economic growth, and long-term economic development (64)....
            • Socioeconomic Status and Child Development

              Robert H. Bradley and Robert F. CorwynCenter for Applied Studies in Education, University of Arkansas at Little Rock, 2801 S. University Ave., Little Rock, Arkansas 72204; e-mail: [email protected]
              Annual Review of Psychology Vol. 53: 371 - 399
              • ...neither fully captures the notion of wealth as described by economists (Smith 1999)...

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            • Cash Transfers and Health

              Sicong Sun,1 Jin Huang,2 Darrell L. Hudson,1 and Michael Sherraden11Brown School, Washington University in St. Louis, St. Louis, Missouri 63130, USA; email: [email protected], [email protected], [email protected]2College for Public Health and Social Justice, Saint Louis University, St. Louis, Missouri 63103, USA; email: [email protected]
              Annual Review of Public Health Vol. 42: 363 - 380
              • ... or demonstrated the paradoxical finding that the higher-income group experienced a higher mortality rate (110)....

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            Subramanian SV, Chen JT, Rehkopf DH, Waterman P, Krieger N. 2005. Racial disparities in context: a multilevel analysis of neighborhood variation in poverty and excess mortality among black populations in Massachusetts. Am. J. Public Health 95:260–65
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            • Race, Race-Based Discrimination, and Health Outcomes Among African Americans

              Vickie M. Mays,1,3,4 Susan D. Cochran,2,3 and Namdi W. Barnes3,4Departments of 1Health Services and 2Epidemiology, University of California, Los Angeles, School of Public Health; 3UCLA Center for Research, Education, Training and Strategic Communication on Minority Health Disparities; and 4Department of Psychology, UCLA, Los Angeles, California 90095-1563; email: [email protected], [email protected], [email protected]
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              • ...; Krieger & Moss 1996; Krieger et al. 1997; Subramanian et al. 2005), ...

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            • The Role of Culture in Health Communication

              Matthew W. Kreuter1 and Stephanie M. McClure2 1 Health Communication Research Laboratory, Department of Community Health,
              St. Louis, Missouri 63104
              ; email: [email protected] 2 School of Public Health, Saint Louis University,
              St. Louis, Missouri 63104
              ; email: [email protected]
              Annual Review of Public Health Vol. 25: 439 - 455
              • ...This focus on culture coincides with national health objectives that seek to eliminate disparities that exist between different population subgroups on a wide range of health-related outcomes and behaviors, as well as conditions that affect health (104)....

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            • Handling Missing Data in Instrumental Variable Methods for Causal Inference

              Edward H. Kennedy,1 Jacqueline A. Mauro,1 Michael J. Daniels,2 Natalie Burns,2 Dylan S. Small31Department of Statistics and Data Science, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213, USA2Department of Statistics, University of Florida, Gainesville, Florida 32611, USA3Department of Statistics, The Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA; email: [email protected]
              Annual Review of Statistics and Its Application Vol. 6: 125 - 148
              • ...Robins & Rotnitzky (1995), van der Laan & Robins (2003), Tsiatis (2006), Little & Rubin (2014), ...
            • Econometric Methods for Program Evaluation

              Alberto Abadie1 and Matias D. Cattaneo21Department of Economics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, USA; email: [email protected]2Department of Economics and Department of Statistics, University of Michigan, Ann Arbor, Michigan 48109, USA; email: [email protected]
              Annual Review of Economics Vol. 10: 465 - 503
              • ...Blundell & Costa Dias (2009), DiNardo & Lee (2011), Heckman & Vytlacil (2007), Hernán & Robins (2018), Imbens & Rubin (2015), Imbens & Wooldridge (2009), Lee (2016), Manski (2008), Pearl (2009), Rosenbaum (2002, 2010), Van der Laan & Robins (2003), ...
              • ...locally robust estimators) of Van der Laan & Robins (2003), Bang & Robins (2005), Cattaneo (2010), Farrell (2015), Chernozhukov et al. (2016), ...
            • Causal Inference in Sociological Research

              Markus GanglDepartment of Sociology, University of Wisconsin, Madison, Wisconsin 53706-1320; email: [email protected]
              Annual Review of Sociology Vol. 36: 21 - 47
              • ...In that spirit, Rubin & Thomas (2000) and van der Laan & Robins (2003)...
              • ...and van der Laan & Robins (2003) provide introductions to the estimation of so-called marginal structural models, ...
            • On Time Series Analysis of Public Health and Biomedical Data

              Scott L. Zeger, Rafael Irizarry, and Roger D. PengDepartment of Biostatistics, The Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland 21205; email: [email protected], [email protected], [email protected]
              Annual Review of Public Health Vol. 27: 57 - 79
              • ...see also van der Laan & Robins and references therein (45)....

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            Vaupel JW, Yashin AI. 1985. Heterogeneity's ruses: some surprising effects of selection on population dynamics. Am. Stat. 39(3):176–85
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            • Interpreting and Understanding Logits, Probits, and Other Nonlinear Probability Models

              Richard Breen,1 Kristian Bernt Karlson,2 and Anders Holm31Nuffield College and Department of Sociology, University of Oxford, OX1 1NF, Oxford, United Kingdom; email: [email protected]2Department of Sociology, University of Copenhagen, DK-1353 Copenhagen, Denmark3Department of Sociology, University of Western Ontario, London, Ontario N6A 5C2, Canada
              Annual Review of Sociology Vol. 44: 39 - 54
              • ...It is widely appreciated that the successive loss of cases from the data can lead to bias in the coefficient estimates (Vaupel & Yashin 1985, Cameron & Heckman 1998, Rodríguez 2015) but it seems to be less appreciated that, ...
            • Understanding Changing Risk Factor Associations With Increasing Age in Adults

              G. A. Kaplan,1 Mary N. Haan,2 and Robert B. Wallace3 1Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan 48109; e-mail: [email protected] ; 2Department of Epidemiology and Preventive Medicine, School of Medicine, University of California, Davis, California 95616; e-mail: [email protected] ; and 3Department of Preventive and Internal Medicine, University of Iowa, Iowa City, Iowa 52242; e-mail: [email protected]
              Annual Review of Public Health Vol. 20: 89 - 108
              • ...The analysis of the consequences of selective survival is complex and can lead to a variety of age-related patterns in differential survival (29, 59)....
              • ...Vaupel & Yashin (59) have shown how a variety of survival patterns can be generated by unmeasured heterogeneity in susceptibility depending on various assumptions....

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            Wadsworth ME, Kuh DJ. 1997. Childhood influences on adult health: a review of recent work from the British 1946 national birth cohort study, the MRC National Survey of Health and Development. Paediatr. Perinat. Epidemiol. 11:2–20
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            Ward E, Jemal A, Cokkinides V, Singh GK, Cardinez C, et al. 2004. Cancer disparities by race/ethnicity and socioeconomic status. CA Cancer J. Clin. 54:78–93
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            • The Role of Diet in Cancer Prevention and Chemotherapy Efficacy

              Steven D. MittelmanDivision of Pediatric Endocrinology, University of California, Los Angeles (UCLA), Children's Discovery and Innovation Institute, David Geffen School of Medicine at UCLA, Los Angeles, California 90095, USA; email: [email protected]
              Annual Review of Nutrition Vol. 40: 273 - 297
              • ...Lower SES plays a clear role in contributing to cancer mortality, such that poverty has been called a carcinogen (179)....
              • ...increased risk behaviors, later presentation of disease, and barriers to optimal treatment (179)....

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            Williams DR, Collins C. 1995. US socioeconomic and racial differences in health: patterns and explanations. Annu. Rev. Sociol. 21:349–86
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            Wong MD, Shapiro MF, Boscardin J, Ettner SL. 2002. Contributions of major diseases to disparities in mortality. N. Engl. J. Med. 347:1585–92
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            • The Role of Cost-Effectiveness Analysis in Developing Nutrition Policy

              Linda J. Cobiac, Lennert Veerman, and Theo VosSchool of Population Health, The University of Queensland, Herston, Queensland, 4006 Australia; email: [email protected], [email protected], [email protected]
              Annual Review of Nutrition Vol. 33: 373 - 393
              • ...Similar disparities in health are observed in minority ethnic groups, such as black Americans (116), ...
            • RACE AND ETHNICITY IN PUBLIC HEALTH RESEARCH: Models to Explain Health Disparities

              William W. Dressler,1 Kathryn S. Oths,1 and Clarence C. Gravlee21Department of Anthropology, The University of Alabama, Tuscaloosa, Alabama 35487; email: [email protected], [email protected]2Department of Anthropology, Florida State University, Tallahassee, Florida 32306; email: [email protected]
              Annual Review of Anthropology Vol. 34: 231 - 252
              • ...Wong & associates (2002) conducted a similar analysis with more sophisticated techniques of adjustment....
            • Race, Ancestry, and Genes: Implications for Defining Disease Risk

              Rick A. Kittles1 and Kenneth M. Weiss21National Human Genome Center, Howard University, Washington, D.C. 20060; email: [email protected]2Department of Anthropology, Pennsylvania State University, University Park, Pennsylvania 16802; email: [email protected]
              Annual Review of Genomics and Human Genetics Vol. 4: 33 - 67
              • ...This difference seems to be indicative of a recent ancestry of modern humans, and probably low-effective population size between 5000 and 20,000 (105, 187, 194)...
              • ...More illuminating is a recent survey of health disparities between African and non-African populations in the United States (187)....

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            Wright EO. 1997. Class Counts: Comparative Studies in Class Analysis. Cambridge, UK: Cambridge Univ. Press
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            • Inequality and Social Stratification in Postsocialist China

              Xiaogang WuDivision of Social Science, Center for Applied Social and Economic Research (CASER), Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong; email: [email protected]
              Annual Review of Sociology Vol. 45: 363 - 382
              • ...In a neo-Marxian perspective (Wright 1997), Lin & Wu (2009) developed a Chinese class schema based on the unique socialist institutions, ...
            • Poverty in America: New Directions and Debates

              Matthew Desmond1 and Bruce Western21Department of Sociology, Princeton University, Princeton, New Jersey 08544, USA; email: [email protected]2Department of Sociology, Columbia University, New York, NY 10027, USA
              Annual Review of Sociology Vol. 44: 305 - 318
              • ...But what is exploitation, precisely? For contemporary researchers such as Wright (1997), ...
              • ...One implication is that poverty is not benign; many people benefit from it (Tilly 1998, Wright 1997)....
            • Workforce Diversity and Inequality: Power, Status, and Numbers

              Nancy DiTomaso,1 Corinne Post,2 and Rochelle Parks-Yancy31Rutgers Business School—Newark and New Brunswick, Rutgers, the State University of New Jersey, Newark, New Jersey 07102; email: [email protected]2Lubin School of Business, Pace University, Pleasantville, New York 10570; email: [email protected]3Jesse H. Jones School of Business, Texas Southern University, Houston, Texas 77004; email: [email protected]
              Annual Review of Sociology Vol. 33: 473 - 501
              • ...assume that class relations are exploitative and that a dynamic imperative generates conflict between classes because of contradictory class interests (Wright 1997)....
              • ...the issue is whether macro categories such as class are real or anachronistic (Halaby & Weakliem 1993, Wright 1997), ...

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            Zhang Q, Wang Y. 2004. Trends in the association between obesity and socioeconomic status in U.S. adults: 1971 to 2000. Obes. Res. 12:1622–32
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            • Social Determinants and the Decline of Cardiovascular Diseases: Understanding the Links

              Sam Harper,1 John Lynch,2,3 and George Davey Smith3,41Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC H3A 1A2, Canada; email: [email protected]2Sansom Institute for Health Research, Division of Health Sciences, University of South Australia, Adelaide SA 5001; School of Population Health and Clinical Practice, University of Adelaide, SA 5005 Australia; email: [email protected]3School of Community and Social Medicine, University of Bristol, Bristol BS8 2BN, United Kingdom;4MRC Center for Causal Analyses in Translational Epidemiology, University of Bristol, Bristol BS8 2BN, United Kingdom; email: [email protected]
              Annual Review of Public Health Vol. 32: 39 - 69
              • ...Yusuf and colleagues (176) in the large INTERHEART case-control study found that the population attributable risk for 4 factors (smoking, ...
            • Socioeconomic Disparities in Health Behaviors

              Fred C. Pampel,1 Patrick M. Krueger,2 and Justin T. Denney31Department of Sociology, University of Colorado, Boulder, Colorado 80309-0484; email: [email protected]2Department of Sociology, University of Colorado, Denver, Colorado 80217; email: [email protected]3Department of Sociology, Rice University, Houston, Texas 77005; email: [email protected]
              Annual Review of Sociology Vol. 36: 349 - 370
              • ...Not surprisingly given evidence suggesting that SES disparities in obesity have lessened over the past three decades (Zhang & Wang 2004), ...
              • ...such explanations may partially account for the declining SES gradient in obesity in the United States (Zhang & Wang 2004)....
            • MEASURING POPULATION HEALTH: A Review of Indicators

              Vera EtchesSudbury & District Health Unit, Sudbury, Ontario, Canada P3E 3A3; email: [email protected]John FrankCanadian Institutes of Health Research, Institute of Population and Public Health, Toronto, Ontario, Canada M5G 1L5; email: [email protected]Erica Di RuggieroCanadian Institutes of Health Research, Institute of Population and Public Health, Toronto, Ontario, Canada M5G 1L5; email: [email protected]Doug ManuelInstitute for Clinical Evaluative Sciences, Toronto, Ontario, Canada M4N M5; email: [email protected]
              Annual Review of Public Health Vol. 27: 29 - 55
              • ...Other researchers have shown that obesity relates to socioeconomic status (116)...

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          Acronyms and Definitions

          AL:

          allostatic load

          COPD:

          chronic obstructive pulmonary disease

          Directed acyclic graph (DAG):

          graphical representation of the single direction causal relationships between variables

          NLMS:

          National Longitudinal Mortality Study

          Social class:

          social groups that arise from interdependent economic relationships among people on the basis of their structural location within the economy (107)

          Socioeconomic status (SES):

          an individual or group's position within a hierarchical social structure, measured by variables including education, occupation, income, wealth and place of residence

          SMR:

          standardized mortality ratio

          Structural equation models:

          techniques to test associations between variables, typically relations between variables in the model based on prior subject knowledge

          Stress:

          psychological and physiological response to threat under circumstances where individuals do not have adequate capabilities to deal with it effectively

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