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Does Provider Identity at Triage Improve Machine Learning Prediction of Hospital Admission? A Comparative Analysis of Ten Supervised Classifiers with SHAP Explainability.

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Title: Does Provider Identity at Triage Improve Machine Learning Prediction of Hospital Admission? A Comparative Analysis of Ten Supervised Classifiers with SHAP Explainability.
Authors: Brown, Adam E.1 (AUTHOR), Marostica, Chance W.1,2 (AUTHOR), Martini, Wayne A.1,2 (AUTHOR) martini.wayne@mayo.edu
Source: Journal of Personalized Medicine. Apr2026, Vol. 16 Issue 4, p204. 14p.
Database: Academic Search Ultimate
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  Data: Does Provider Identity at Triage Improve Machine Learning Prediction of Hospital Admission? A Comparative Analysis of Ten Supervised Classifiers with SHAP Explainability.
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  Data: <searchLink fieldCode="JN" term="%22Journal+of+Personalized+Medicine%22">Journal of Personalized Medicine</searchLink>. Apr2026, Vol. 16 Issue 4, p204. 14p.
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        Value: 10.3390/jpm16040204
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      – Code: eng
        Text: English
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        StartPage: 204
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      – TitleFull: Does Provider Identity at Triage Improve Machine Learning Prediction of Hospital Admission? A Comparative Analysis of Ten Supervised Classifiers with SHAP Explainability.
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              Text: Apr2026
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              Y: 2026
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