Week 7 - Quant Research Design & Descriptive Stats Part 1 Flashcards
t/f - correlation does not equal causation
true - Causes of health-related phenomena are usually probabilistic rather than deterministic
what is a counterfactual?
what would have happened to the sample people exposed to a causal factor if they simultaneously were not exposed to the causal factor
define an effect in terms of the counterfactual model
the difference between what actually did happen with the exposure and what have happened without it
what is a good model to keep in mind in designing a study to provide cause-and-effect evidence
counterfactual model
define the criteria for causality
Criteria for establishing a cause-and-effect relationship
what are the three criteria for causality
- temporal
- relationship
- no confounders
what are the three criteria for causality
- temporal
- relationship
- no confounders
what is temporal in terms of criteria for causality
A cause must precede an effect in time. Something had to have happened before the cause/effect
what is an example of temporal in terms of criteria for causality
Ex: If we test the hypothesis that smoking causes lung cancer, we need to show that cancer occurred after smoking commenced
Ex: If we were testing the hypothesis that aspartame causes fetal abnormalities, we would have to demonstrate that the abnormalities did not develop before the mothers’ exposure to aspartame
what is relationship in terms of criteria for causality
There must be an empirical relationship between the presumed cause and the presumed effect
what are examples of relationship in terms of criteria for causality
Ex: Must show an association between smoking and cancer - that is, that a higher percentage of smokers than nonsmokers get lung cancer
Ex: Need to find an association between aspartame consumption and fetal abnormalities, that is, that a higher percentage of aspartame users than nonusers had infants with fetal abnormalities
what are no confounders in terms of criteria for causality
The relationship cannot be explained as being caused by a third variable
what are examples of no confounders for criteria of causality
Ex: If smokers tended to also live in urban environments. There would then be a possibility that the relationship between smoking and lung cancer reflects an underlying causal connection between the environment and lung cancer
Ex: Suppose people who used aspartame tended also to drink more coffee than nonusers of aspartame. It would then be possible that any relationship between maternal aspartame use and fetal abnormalities reflects an underlying causal relationship between a substance in coffee and the abnormalities
causality can be enhanced with what types of study design
- experimental
- quasi-experimental
- non-experimental
what are the types of experimental designs?
- true experimental (RCT)
- pretest-posttest (before-after)
- posttest only (after only)
- factorial
- crossover
what is a true experimental design
Researchers are active agents, not passive observers
what is needed for a true experimental design
- manipulation
- control
- randomization
- blinding
define manipulation in an true experimental design
- The researcher does something to at least some participants - aka there is some type of intervention
- Deliberate variation of the IV (the presumed cause) and observe the effect on the outcome (or end point)
define control in an true experimental design
The researcher introduces controls over the research situation, including devising a counterfactual approximation - usually, a control group that doesn’t receive the intervention