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Evidence over explanations: put medical AI to the test

Medical AI often optimizes end-to-end performance while offering post-hoc explanations, widening an epistemic gap between behavior and justified clinical claims. Interpretable models and XAI help, but are insufficient. We advocate governance by testability: preregistered empirical trials of causal a...

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Hlavní autoři: Filippo Pesapane, Anna Rotili, Silvia Penco, Luca Nicosia, Enrico Cassano
Médium: Artigo
Jazyk:Inglês
Vydáno: Nature Portfolio 2026-06-01
Edice:npj Artificial Intelligence
On-line přístup:https://doi.org/10.1038/s44387-026-00092-4
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