Prove you can judge a clinical model, not just run one: move a decision threshold and watch the confusion matrix, ROC/AUROC and calibration respond; audit fairness across subgroups; write a model card; and rule on EU AI Act, drift and human-oversight scenarios. Synthetic cohort.
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