Study Design and Causality Flashcards
internal validity
Is an individual result valid? Or is it a result of experimental bias, random chance, or a confounding variable?
external validity
Is a result causal and generalizable?
Prospective studies
follow individuals forward in time and, at some point in the future, collect data on outcomes. These include prospective cohort studies and randomized controlled trials.
Retrospective studies
use existing data collected at some point in the past. These include case control studies (participants selected on the basis of outcome present / absent, and then their exposures are compared), and retrospective cohort studies
Cross-sectional studies
observational studies in which exposures and outcomes (e.g. a disease state) are measured simultaneously in a population at a single point in time
Cohort studies
observational studies in which we follow a population forward in time collecting data on exposures and the development of outcomes. Most cohort studies are prospective.
Hill’s Criteria
- Temporality
- Strength
- Consistency
- Specificity
- Dose-response (biological gradient)
- Plausibility
- Reversibility (or Experimental Evidence)
- Analogy
Nominal or Categorical variables
Named but not necessarily ordered (may be dichotomous) - (e.g. sex, death, ethnic or cultural background).
Ordinal variable
Necessarily ordered categories where the distance between each unit is not defined (e.g. military ranks; or, a satisfaction scale of poor, fair, good, very good, excellent).
Interval - Discrete variable
Take on discrete (e.g. integer) values with equal magnitude between points (e.g. number of medications, days hospitalized)
Interval - Continuous variable
May take on any value over a continuum (e.g. height or weight).
Ecological study
Comparing the health or risk of disease between populations
Case series study
Designed to describe characteristics of disease or exposure risks. Follows either the same disease or the same exposure. Brings out characteristics of disease and risk factors of particular populations.
A fundamental feature of the cross-sectional study is that it . . .
. . . cannot be used to determine causality, by definition.
Greatest challenges of case control studies
- Recall of the patients (especially when studying something like foodborne illness)
- Matching cases and controls well