Lecture 7 Flashcards
All clinical trials in the US must be registered where
Clinical trials.gov. Maintained by national library of medicine.
Relatively new- first available in 2000
What to balance when choosing a sample size
Limit cofounding variables but keep study generalizable to the entire population
Develop a good ____ before sample size calculations
Research hypothesis. A simple hypothesis contains one predictor and one outcome variable.
Null hypothesis
No difference between groups. Proving the alternative hypothesis is not the goal.
reject the null hypothesis
Means that you reject the negative, results in a positive.
Reject that there is not significant difference. Meaning that there is a significant difference.
Analytic study sample size estimation (4)
- State null and alternative hypothesis. One or two sided?
- Select a statistical test based on predictor and outcome variables. Use Standard dev.
Ex: Chi square, T test, correlation coefficient. - Estimate effect size. Difference between the two groups in your comparison that is meaningful.
- Specify alpha (Type I error) or beta (type 2 error). Amount of error you are willing to accept.
Type I error (alpha). Standard accepted amount?
Probability of a false positive.
a= 0.05 or 5%
Type II error (beta). Standard accepted amount?
Probability of false negative.
b= 0.10-0.20
Power = 1-b
Power usually = 80-90%
How to find your standard effect size
Significant difference/ Standard deviation
Descriptive study sample size estimation (3)
Estimate proportion with dichotomous outcome or standard deviation of continuous outcome
Specify CI
Specify confidence level (95%)
Sample size and power common errors
Sample size estimated too late in process.
Misinterpreting dichotomous variables.
Dichotomous generally results in a ____ sample size than continuous variables
larger.
Most effective way to change prescribing habits of a clinician
Direct to healthcare provider advertising. Drug rep travels to dr offices.
Direct to consumer advertisting
Push and pull method. Push retail displays and pull people into drs offices to ask about drug.
FDA regulated.
What happened in 1997 when FDA relaxed regulations about marketing
Significant increase in direct to consumer advertising and prescribing rate of drugs. Since, things have been further relaxed. Primary argument is to allow consumers to be more involved in healthcare.