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...

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Bibliographic Details
Main Authors: Bohua Wan, Brian Caffo, S. Swaroop Vedula
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-04-01
Series:Frontiers in Artificial Intelligence
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2022.872720/full