Build an AI prediction evaluation plan
Draft a structured evaluation plan for a healthcare AI prediction model using TRIPOD+AI-inspired reporting elements.
The model team has a one-line validation claim for a 30-day readmission predictor, but the committee needs a reproducible evaluation plan. TRIPOD+AI-style evaluation plan: population, prediction time, outcome, data availability, performance, and limitations. The common trap is to report one discrimination metric while leaving out who was included, what data were available at prediction time, and whether performance changes across patient groups. Population Define adult medicine discharges from January to December, excluding hospice discharges and planned readmissions. The population determines what the model claim means. Without it, a good score can be borrowed into settings where it was never tested.…
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