Lectures 11-12 Flashcards
Effect Modification
A 3rd variable that modifies the magnitude of effect of an association by varying it within different levels of that 3rd variable
What is difference in how you handle
- Confounder
- Effect modifier
- Control/adjust for variable
2. Evaluate and describe strata
(T/F) Confounder is associated with both the exposure and the outcome?
True
(T/F) Confounder can be in causal pathway between exposure and outcome.
False
Two effects confounder has on association between exposure and outcome?
- Change in Magnitude
2. Change in Direction
Residual Confounding
When confounder measured imperfectly so adjustment using this imperfect value does not completely remove effect
Testing for Confounding Steps
- Crude RR/OR
- Adjusted RR/OR
- If difference is greater than or equal to 20%, confounder is present
Testing for Effect Modifier Steps
- Crude RR/OR
- Crude RR/OR for each strata
- Difference between the highest and lowest strata is greater than or equal to 20%, variable is effect modifier
Ways to control confounding:
- Randomization
- Restriction
- Matching
- Stratification
- Multivariate Analysis
Randomization
Allocates equal number of subjects with known and unknown confounders in each intervention group
Randomization weaknesses
- Sample size may not be large enough to control ALL known and unknown confounders
- Doesn’t guarantee equal allocation for ALL confounders
- Interventional studied only
Restriction
Restrict specific subjects
Randomization Strengths
With large enough sample size, will likely serve purpose of making groups equal
Restriction strengths
Straight forward, convenient, inexpensive
Restriction weaknesses
- Difficult to enroll subjects
- If not narrow restriction may have residual confounders
- Eliminates evaluating levels of variable
- Generalizing