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A Unified Framework on Generalizability of Clinical Prediction Models

To be useful, clinical prediction models (CPMs) must be generalizable to patients in new settings. Evaluating generalizability of CPMs helps identify spurious relationships in data, provides insights on when they fail, and thus, improves the explainability of the CPMs. There are discontinuities in c...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Bohua Wan, Brian Caffo, S. Swaroop Vedula
Format: Artigo
Sprache:Inglês
Veröffentlicht: Frontiers Media S.A. 2022-04-01
Schriftenreihe:Frontiers in Artificial Intelligence
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Online Zugang:https://www.frontiersin.org/articles/10.3389/frai.2022.872720/full
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