Biostats 7 Flashcards
What is the Gold Standard of Study Design?
Randomized, Double-Blind, Placebo- Controlled Trial
What is Intention to Treat Analysis?
- In intention to treat analysis, groups are analyzed according to original, randomized group regardless of whether they received the treatment or not.
- Otherwise, your randomization is lost, and a selection bias is introduced
- Remember randomization usually ensures that known and unknown factors are evenly distributed in the various treatment groups
What is a Type II error?
If null is not rejected when it should be
Concluding incorrectly that exposure and disease
are not associated
Concluding incorrectly that two treatment groups are not different
What is power?
Power is ability to detect an association or difference if it really exists
Usually power for a study should be 80% or more
Type II error is committed when there is inadequate power for the study
Power is determined to a great extent by sample size. If sample is small, then likely to commit Type II error.
Eqn for power?
1-beta error
Higher the power, the lower the beta error
● Higher the power, the better our chances of finding a treatment benefit if there is one
Power can be increased by:
● Increasing Sample Size
● Increasing the treatment effect
● Increasing the alpha
Power of 80-90% is respectable
What is the eqn for Risk difference?
incidence (exposed)- incidence (unexposed)
What is the eqn for number needed to treat?
1/ risk difference
What is a Type I error?
Type I error occurs when the null hypothesis is true, but it is incorrectly rejected.
Often a significance level of 0.05 is chosen; then 5% of the time the null will be rejected when it should not be.
The level of significance (alpha level) is pre-determined by the investigator; it is the probability of making a Type I error that the investigator is willing to accept.
P value – the probability that the findings are due
to chance
● IF the P value = .24, there is a 24% probability these
findings are due to chance
● Generally, the alpha value is set at .05 or less. If
the p value is .05 or less, the null hypothesis is rejected
● The alpha level of .05 to reject the null hypothesis was selected arbitrarily; 1/20 probability that results are due to chance seems reasonable
P value – the probability that the findings are due
to chance
● IF the P value = .24, there is a 24% probability these
findings are due to chance
● Generally, the alpha value is set at .05 or less. If
the p value is .05 or less, the null hypothesis is rejected
● The alpha level of .05 to reject the null hypothesis was selected arbitrarily; 1/20 probability that results are due to chance seems reasonable