Statistics Flashcards
When do you use a chi-squared test?
qualitative or semi-quanitative data (e.g. percentages of people saying yes vs no)
What tests do you use for normally distributed (parametric) data?
2 groups = students t-test
> 2 groups = anova
Non-normally distributed (non-parametric) data
2 groups = Mann-Whitney U test
> 2 groups = multiple
When do you use a Wilcoxon signed-rank test?
Pre and post intervention, analysing significance of quantitative, non-parametric data?
How do you calculate PPV?
TP / TP + FP
How do you calculate positive likelihood ratio?
sensitivity / (1 - specificity)
How do you calculate the pre-test odds?
pre-test probability (or the prevalence) / (1 - pre-test prob)
if your pre test prob or prevalence is very small (i.e. less than 1%) it will basically be the same as pre-test odds
how do you work out probability from odds?
odds = probability / (1-probability)
How do you calculate the post-test odds?
Post test odds = pre-test odds x likelihood ratio
How do you calculate the post-test probability?
post-test probability = post-test odds / (1 + post test odds)
What are all the steps to working out post test probability?
You need
1) pre test prob (prevalence)
2) Pre-test odds
3) likelihood ratio
4) post-test odds
5) post-test probability
How do you calculate number needed to treat?
if reduce mortality from 20% to 15%?
NNT = 1 / absolute risk reduction
= 1 / (5/100)
= 100/5
= 20
What is type II error?
a wrongful miss
i.e. failing to detect a significant effect when there is one
inherently related to the power of a study which, with a sufficient sample size, can be maximised to reduce the chance of type II error
What is the preclinical phase?
testing of drug in non-human subjects, to gather efficacy, toxicity and pharmacokinetic information
what is phase 0?
pharmacokinetics; particularly oral bioavailability and half life of the drug