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Epidemiologic Studies
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1. Ecological - group level, no individual data
2. Cross Sectional - prevalence, individual data 3. Case Control - disease sampling study 4. Cohort - exposure sampling study 5. Experimental - manipulation and randomization |
#1 = Ecological Study
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Group level
Advantages: Quick and inexpensive Disdvantages: No individual level, only marginal totals |
Ecological Fallacy
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Group analysis doesn't apply at individual level
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# 2 = Cross Sectional Study
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Collect both exposure and disease at same time (snapshot at specific time) = prevalence
Advantage: * Info on prevalence of disease * Assocations to generate hypotheses * Quick and inexpensive Disadvantage: * No temporal relationship (chicken or egg dilema) * Selective survival bias (only getting info from survivors of disease) * NOT good for rare conditions |
Cohort
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Large groups
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#3 = Case Control Study
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* Begin with cases with specific DISEASE; then
* Select controsl without disease; then * Compare cases and controls to previous exposures * Refered to as "retrospective" because look backward from effect to cause |
Case Control Study
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Advantages:
Small sample Inexpensive Lack of follow-up Good for rare diseases Evaluate several risk factors at once Control for confounders Disadvantages: * Can't compute prevalence or incidence rates (unless all PAR identified). Only have odds ratio. * Antecedent-consequent relationship (chicken/egg) Selection bias * Observational bias (recall bias) * Can't look at rare exposures * Can't computer incidence b/c |
Selection bias
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Relationship b/w E and D is different for participants vs those who would be eligible but don't participate
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Observational bias
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Recall: Cases more likely to remember exposure than controls
Interviewer: Different interviewer styles might provoke different responses to same question. |
Odds Ratio
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Good estimate of relative risk in case control studies when disease is rare.
Ratio of 2 odds: odds E among cases to odds of E among controls UNMATCHED OR = a/c / b/d = AD/BC MATCHED OR = B/C (dont' look at concordant pairs) |
Frequency Matching
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Control group has same distribution as cases (e.g., cases are 60% white and 40% black, so control cases the same)
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Individual Matching
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Each case is matched with one or more controls.
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