8/10/16 EBM: Impact on Clinical Practice - Willett Flashcards
levels of EBM
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studies : original published articles in journals
-
syntheses : Cochrane reviews
-
synopses : evidence-based journal abstracts
- systems : computerized decision support system
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synopses : evidence-based journal abstracts
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syntheses : Cochrane reviews
types of error
how do you minimize them?
type 1 error (alpha) : seeing something that’s NOT there
- rejecting null hypothesis when it should not be rejected
- REDUCE: lower p-value!
type 2 error (beta) : failing to see something that IS there
- failing to reject null hypothesis when it should be rejected
- REDUCE: increase sample size!
types of validity
1. internal validity : is the study flawed? can we trust it?
2. external validity : are results generalizable? can the study results be applied to your patient pop?
common limitations of study types
observational studies (incl big data)
observational
- confounding by indication: more likely to prescribe a drug to sick person, more likely to recommend surgery to a generally well person, etc
- selection bias: selection of a group/pop in such a way that randomization is not achieved and group is not a representative sample of the larger pop
- recall bias: hard to remember things at time of testing
- ascertainment bias: if someone is sick, tend to get more tests to try to figure out what’s wrong (sick → more likely to get gold standard tests)
common limitations of study types
randomized controlled trials
RCTs
- expensive, time-consuming
- inadequate power
- randomization/concealment issues (can lead to selection bias)
- inadequate blinding/placebo
- early stopping for benefit or harm
- adherence, cross-over
- intention to treat vs. per-protocol
common limitations of study types
systematic reviews
systematic reviews
- depends on quality of studies you incorporate into your review
- smaller published trials tend to have much larger effect sizes than larger trials
how might PICO be “massaged”?
P - unrepresentative pop
I - unreproducible intervention
C - comparator destined to fail
O - unimportant but important sounding outcome