Stanford Health Care data scientist: technical performance alone doesn't yield clinical value

jonc101x · x · 2026-11-10

Nigam Shah's Stanford colloquium traces an arc in healthcare AI: longitudinal clinical data generating real-world evidence, through predictive and generative AI, to agentic systems capable of acting across electronic health records, payer portals, and other operational infrastructure.

The central finding across every stage: technical performance alone does not produce clinical value. Benefit depends on the workflow, decisions, and interventions surrounding the AI system — on the capacity to act on its output, and on the fairness, safety, reliability, and cost of doing so.

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