Biostats Flashcards
Categorical data
Data fits into one of several categories
Ex: gender
No order (male = female) No magnitude (size) No decimals used
Integer data
Whole number that can be positive negative or zero
Ex: Number of blood cultures
Ordered (1<2)
Magnitude differences (size difference)
No decimals
Ordinal data
Data that has natural, ordered categories
Ex: ROP stage
Ordered (1<2)
No magnitude difference
No decimals used
Continuous data
Data whose value can be obtained by measuring
Ex: birth weight
Ordered
Magnitude difference
Decimals used
Mean
Average
Sum of all values / N
Most sensitive to outliers
Median
Middle value
Mode
Most common value
Peak
Range
Highest - lowest
Outliers can skew this
Interquartile range
75th % - 25th %
(middle 50%)
Eliminates outliers
Mean deviation
(Sum |X-mean|) / N
Hard to manipulate
Standard deviation
Average distance of each value from the middle
What kind of error do you have if you reject the null hypothesis when it is true?
Type 1 (alpha) error
Concluding there is a difference between groups when there is not
False positive
What kind of error do you have when you accept the null hypothesis that is false?
Type 2 (beta) error
Concluding there is no difference between groups when there is
False negative
What statistical test should you use to compare 2 separate groups of continuous data?
Unpaired t-test
What statistical test should you use to compare 2 paired groups of continuous data?
Paired t-test
What kind of statistical test should you use to compare three or more groups of continuous data?
Analysis of variance (ANOVA)
Multiple regression
What kind of statistical test should you use to compare 2 separate groups of categorical data?
Chi-square test
What kind of statistical analysis should you use to compare 2 paired groups of categorical data?
McNemar’s
What kind of statistical test should you use to compare three or more groups of categorical data?
Chi-square
Logistic regression
Nonparametric test for two separategroups of continuous data?
Man Whitney
Nonparametric test for two paired groups of continuous data?
Wilcoxon
Nonparametric test for three or more unmatched groups of continuous data?
Kruskal Wallis
The P value is the same as what type of error?
Type 1 or alpha error
What does the P value tell you?
The probability of observing a difference at least this large by chance alone