Evaluation of domain generalization and adaptation on improving model robustness to temporal dataset shift in clinical medicine

Evaluation of domain generalization and adaptation on improving model robustness to temporal dataset shift in clinical medicine

Abstract Temporal dataset shift associated with changes in healthcare over time is a barrier to deploying machine learning-based clinical decision support systems. Algorithms that learn robust models by estimating invariant properties across time periods for domain generalization (DG) and unsupervis...

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Bibliographic Details
Main Authors: Lin Lawrence Guo, Stephen R. Pfohl, Jason Fries, Alistair E. W. Johnson, Jose Posada, Catherine Aftandilian, Nigam Shah, Lillian Sung
Format: Article
Language:English
Published: Nature Portfolio 2022-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-06484-1

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https://doi.org/10.1038/s41598-022-06484-1

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