Mathematics / Statistics Flashcards
What is a Bland-Altman plot used for?
comparison of two different measurement techniques/assays
How are standard error and standard deviation related?
SEM = SD / n1/2
** SEM is always smaller than SD **
What factors affect the confidence interval of a result?
sample size
mean
standard deviation
What factors increase type 2 error (false negative rate)?
small sample size
high variability in the population
small alpha value
How do you calculate the power of a study?
power = 1 - ß
** ß: type II error rate **
What is the difference between interval data and categorical data?
interval data has a mean
Which statistical tests are used for categorical data?
- Fischer exact test: for small samples
- Chi-squared test: for large samples
- Wilcoxon Rank Sum test or Mann-Whitney U test: for ordinal categorical data (i.e., VAS, ASA classification, APGARs, GCS)
Which statistical tests are used for interval data?
- t-test: for 2 groups
- ANOVA: for more than 2 groups or 2 groups with multiple measurements
- Wilcoxon Rank Sum test or Mann-Whitney U test: data with a skewed distribution
What kind of data are proportions?
categorical
** use Fischer’s exact test or Chi-squared test **
What is the difference between linear regression and logistic regression?
- linear: involves a dependent continuous variable
- logistic: involves a dependent categorical variable
What is the odds ratio?
odd ratio = risk among the exposed
risk among the unexposed