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Population
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- A group of people
- Based on: location, interest, identities, age (biological), socioeconomic status
- Based on: location, interest, identities, age (biological), socioeconomic status
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Preston Curve
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- Scatter diagram of relations between life expectancy at birth and national income per head for nations throughout the decades - Preston interpreted this shift as the effect of medical progress and health care over and above the effect of income. In many of the studies of this issue that followed Preston's lead, the assumption that income is the most important driver of mortality decline has been an unquestioned starting point.
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rates vs actual numbers infant morality
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Infant mortality rate (death per 1000 live births) VS infant deaths (per sq km)
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Rate difference
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- absolute measure of health disparity
o Retains the same unit of measurement as the health indicator
o Ex. Argentina has an infant mortality rate of 12 per 1000 births in 2013. Bolivia has an infant mortality rate of 31 per 1000births in 2013. The rate difference in 2013 is 31-12=19
o Retains the same unit of measurement as the health indicator
o Ex. Argentina has an infant mortality rate of 12 per 1000 births in 2013. Bolivia has an infant mortality rate of 31 per 1000births in 2013. The rate difference in 2013 is 31-12=19
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rate ratio
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- a relative measure of health disparity used to compare the incidence rates of events occurring at any given point in time.
o No unit of measurement required to interpret
o Ex. Argentina has an infant mortality rate of 12 per 1000 births in 2013. Bolivia has an infant mortality rate of 31 per 1000births in 2013. The rate ratio in 2013 is 31/12=2.58.
o No unit of measurement required to interpret
o Ex. Argentina has an infant mortality rate of 12 per 1000 births in 2013. Bolivia has an infant mortality rate of 31 per 1000births in 2013. The rate ratio in 2013 is 31/12=2.58.
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range
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- Comparison of health outcomes for most and least advantaged group
- Can be an absolute or relative measure
- Can be an absolute or relative measure
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Simple measures of health inequality
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- Differences and ratios
- Easy to calculate and interpret
- Only captures two groups at a time
- Don't account for group size
- Easy to calculate and interpret
- Only captures two groups at a time
- Don't account for group size
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Complex measures of health inequality
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- The health concentration curve
- The slope index of inequality
- The slope index of inequality
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The slope index of inequality (SII)
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- Regression based measure for determining the degree of inequality in a population
- The slope of the regression comparing the mean health outcome in a social group to the cumulative percent of the population ranked by social position
- Can be calculated as the difference between the fitted outcomes at the two extreme ends of the scale (absolute measure)
- Can also calculate the Relative Index of Inequality (RII) as the ratio of the two extreme outcomes (relative measure)
- The slope of the regression comparing the mean health outcome in a social group to the cumulative percent of the population ranked by social position
- Can be calculated as the difference between the fitted outcomes at the two extreme ends of the scale (absolute measure)
- Can also calculate the Relative Index of Inequality (RII) as the ratio of the two extreme outcomes (relative measure)
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Advantages of Slope index inequality
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- Allows inequalities to be measured for groups with multiple categories
- Is sensitive to the distribution of population across categories
- Is sensitive to the distribution of population across categories
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Disadvantages of Slope Index Inequality
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- Requires social groups to be ordered
- Assumes a linear relationship between social position and health
- Assumes a linear relationship between social position and health
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Health inequality
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- "systemic differences in health of groups and communities occupying unequal positions in society" Graham 2004
- Difficult to measure; WHO GBD study favors ungrouped variation
- Begs the question of what the unequal positions are
- Difficult to measure; WHO GBD study favors ungrouped variation
- Begs the question of what the unequal positions are
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Health disparity
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- Health or health care differences between advantaged vs. disadvantaged groups; potentially amenable to policy (Braveman 2006)
- "racial or ethnic differences in the quality of health care that are not due to access-related factors or clinical needs, preferences, or appropriateness of intervention" (IOM 2002)
- Dominant US approach
- Begs the question of what defines racial/ethnic groups
- "racial or ethnic differences in the quality of health care that are not due to access-related factors or clinical needs, preferences, or appropriateness of intervention" (IOM 2002)
- Dominant US approach
- Begs the question of what defines racial/ethnic groups
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Health inequity
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- Avoidable, unfair and unjust differences in health/healthcare (Whitehead 1990)
- How are avoidable, unfair and unjust defined?
- How should health inequity be measured?
- How are avoidable, unfair and unjust defined?
- How should health inequity be measured?
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How to measure social position?
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- Lots of options (think Krieger et al.)
- Consider the population
- Aim for comparability
- Understand etiologic period
- Use traditions to specify limitations
- Consider the population
- Aim for comparability
- Understand etiologic period
- Use traditions to specify limitations
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How is health distributed across common measures of social position?
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- Education, occupation, and income are robustly associated with wide range of health measures, esp. general measures
- New evidence suggests that gradients vary across social contexts
- New evidence suggests that gradients are steeper for health outcomes more amenable to medical care
- New evidence suggests that gradients vary across social contexts
- New evidence suggests that gradients are steeper for health outcomes more amenable to medical care
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Principles of fundamental cause theory
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A fundamental social cause of health inequalities:
1. Influences multiple health outcomes
2. Affects health outcomes through multiple risk factors
3. Involves access to resources that can be used to avoid risks
4. Reproduces its association with health/illness over time via the replacement of intervening mechanisms
1. Influences multiple health outcomes
2. Affects health outcomes through multiple risk factors
3. Involves access to resources that can be used to avoid risks
4. Reproduces its association with health/illness over time via the replacement of intervening mechanisms
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Implications of Fundamental Cause Theory
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- As new technologies, treatments, and programs are introduced, those with the most resources are best positioned to take an advantage of these advances
o Many health-promoting interventions will increase health inequalities
o Health inequalities are often greatest for most treatable health risks
o Many health-promoting interventions will increase health inequalities
o Health inequalities are often greatest for most treatable health risks
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Common Critiques of Fundamental Cause Theory
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- Not falsifiable?
- Not useful (because too broad?)
- Implies that declining mortality must increase inequality?
- Too focused on the purposive actions of individuals?
- Not useful (because too broad?)
- Implies that declining mortality must increase inequality?
- Too focused on the purposive actions of individuals?
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Role of individual in fundamental cause theory
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- Link and Phelan: social position provides access to an extensive array of resources that people can employ to improve their health
o More resources = more opportunities to improve/protect health
- Requires key assumptions about individual action
o Social position is linked to health through purposive action
o With sufficient resources/information, individuals will seek to reduce health risks
o Opportunities are shaped by individual resources
o More resources = more opportunities to improve/protect health
- Requires key assumptions about individual action
o Social position is linked to health through purposive action
o With sufficient resources/information, individuals will seek to reduce health risks
o Opportunities are shaped by individual resources
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Possible explanations for the association between social position and health
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- Random chance
- Social position --> health
- Health-->social position
- Z -->health
--> social position
Z could be: place, family background, language, culture, politics
- Social position --> health
- Health-->social position
- Z -->health
--> social position
Z could be: place, family background, language, culture, politics
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Health can affect social position by
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- Limiting ability to work or find work
- Increasing expenses
- Influencing the marginal utility of consumption
Reducing human capital accumulation (less schooling, credentials, work experience
- Increasing expenses
- Influencing the marginal utility of consumption
Reducing human capital accumulation (less schooling, credentials, work experience
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Strategies for casual identification
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- Control for confounding variables
o Hold z constant
- Longitudinal analysis
o Track trends over time
- Randomized experiment
o Treatment is unrelated to personal characteristics
- Quasi-experiments
o Find natural source of variation
o Hold z constant
- Longitudinal analysis
o Track trends over time
- Randomized experiment
o Treatment is unrelated to personal characteristics
- Quasi-experiments
o Find natural source of variation
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Challenges for causal identification
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- What about unmeasured confounders?
- Are health events or gains in resources independent?
- How feasible is randomized in health research?
o Ethical problems w double blind, health is different, group comparisons
- Difficulty in identifying true natural experiments
- Are health events or gains in resources independent?
- How feasible is randomized in health research?
o Ethical problems w double blind, health is different, group comparisons
- Difficulty in identifying true natural experiments
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What is race and why is it a matter of life death?
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- Race is a variable system of social categorization involving variable phenotypic attributes
- Race as a categorization system is not necessarily skin color
- Race is a matter of life and death because it distributes power and resources
- Even if race is not objectively real, "the fact that [perceptions of race] are subjective does not, of course, mean that they do not have social consequences" (Villarreal 2012, cited in Monk 2015).
- Race as a categorization system is not necessarily skin color
- Race is a matter of life and death because it distributes power and resources
- Even if race is not objectively real, "the fact that [perceptions of race] are subjective does not, of course, mean that they do not have social consequences" (Villarreal 2012, cited in Monk 2015).
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Odds ratio
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The probability of an outcome can be expressed in terms of the odds, or the probability that an outcome happens over the probability that an outcome doesn't happen:
- IMR in MA for Blacks/African Americans in 2018 = 8.4
- Odds = .0084 / .9916
- IMR in MA for Whites in 2018 = 3.2
- Odds = .0032 / .9968
The odds ratio quantifies the inequality in risks between groups:
- How much higher is the IMR for Blacks/African Americans vs. Whites?
- Rate difference = 8.4-3.2 = 5.2
- Rate ratio = 8.4/ 3.2 = 2.625
- Odds ratio = (.0084 / .9916) / (.0032 / .9968) = 2.639
- We can say the odds of infant mortality are 164% higher for B/AA
- We can also say the odds are 2.64 times greater for B/AA
- IMR in MA for Blacks/African Americans in 2018 = 8.4
- Odds = .0084 / .9916
- IMR in MA for Whites in 2018 = 3.2
- Odds = .0032 / .9968
The odds ratio quantifies the inequality in risks between groups:
- How much higher is the IMR for Blacks/African Americans vs. Whites?
- Rate difference = 8.4-3.2 = 5.2
- Rate ratio = 8.4/ 3.2 = 2.625
- Odds ratio = (.0084 / .9916) / (.0032 / .9968) = 2.639
- We can say the odds of infant mortality are 164% higher for B/AA
- We can also say the odds are 2.64 times greater for B/AA
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Explanations of the Black-White Health Gap
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- Socioeconomic position: is race really all about class?
o Education
o Employment
o Wealth
- Health behavior
o Consumption
o Health care
- Psychosocial stress: is America post-racial?
o Discrimination
o Hierarchy stress; experience of racism
- Institutional racism
o Segregation
o Housing discrimination
- Genetics
o -Clinal variation (gradational and geographical)
o More within-race than between-race variation
o Education
o Employment
o Wealth
- Health behavior
o Consumption
o Health care
- Psychosocial stress: is America post-racial?
o Discrimination
o Hierarchy stress; experience of racism
- Institutional racism
o Segregation
o Housing discrimination
- Genetics
o -Clinal variation (gradational and geographical)
o More within-race than between-race variation
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Is race really all about class?
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no, even in same household income level, whites have a higher life expectancy than blacks
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What explains health disparities between African Americans and white Americans?
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Embodiment
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health differences
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bravemen: unstructured variation
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health disparities/inequalities
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bravemen: differences between advantaged/disadvantaged that can be addressed by policies
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health equity
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bravemen: hypothetical state where all have equal opportunities for health and resources (normative view)
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DALY
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Disability-adjusted life years: summary of population health. sum of years life lost due to premature mortality (YLLs) and years lived with disability (YLDs)
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What is social position?
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...