USMLE purpose: Practice recognizing what each biostats stem is really asking before doing calculations.
This is a rapid mixed-question review: identify whether the stem wants sensitivity/specificity, ARR/NNT, relative risk, odds ratio, power, statistical vs clinical significance, or confidence-interval interpretation.
| If the stem asks… | Think | Use |
|---|---|---|
| “Necessary to calculate sensitivity” | Need TP and FN | TP / (TP + FN) |
| “Absolute risk reduction” | Difference in event rates | CER − EER |
| “Relative risk” | Cohort / risk comparison | Risk exposed / risk unexposed |
| “Odds ratio” | Case-control / odds comparison | Odds exposed / odds unexposed |
| “Power” | 1 − beta | Increase sample size → power increases |
| “Clinically vs statistically significant” | p-value vs meaningful effect size | p ≤ 0.05 is statistical, not necessarily clinically meaningful |
⚠️ Trap: Treating every statistically significant result as clinically important.
Fix: Ask whether the magnitude of benefit is meaningful, not just whether p ≤ 0.05.