Sensitivity and specificity - backwards What is an error? Example: diagnosis, no gold standard dx Type I error: only if KNOW H0 true Ways of adapting trials Extend Stop early for 3 or more reasons Change doses Drop treatment arm Change allocation ratio Change endpoints Change from efficacy to non-inferiority