5th Jan Flashcards
What variables do you need in an analytical study?
Exposure
Outcome
Covariates - variables that affect exposure and/ or outcome
How do you find covariates?
What are the likely causes of exposure?
What are the likely causes of the outcome?
What is likely to be caused by the exposure?
What are confounders?
Variables causing exposure and outcome
What are mediators?
Variables caused by exposure that cause outcome
What are competing exposures?
Variables causing the outcome but no relationship with exposure
What are DAG graphs?
Directed Acyclic Graphs
Summarise relationships between variables
Identify covariates acting as confounders, competing exposures and mediators
Why do we need to adjust for confounders?
They create a pseudo-casual path between outcome and exposure which will generate a statistical relationship even when none exists
Why do we not adjust for mediators?
They are part of the causal path between outcome and exposure
Why might we adjust for competing exposures?
If they cause a substantial amount of variation in the exposure, adjusting it can make any association between remainder and exposure easier to detect
What is a causal relationship?
Can be:
functional (no contraception = teenage mother)
empirical (based on previous statistical analysis)
theoretical (teenage grandmother = teenage mother)
speculative (teenage grandfather = teenage mother)
Causal relationship is only possible if cause variable precedes effect