Generalizability of an Automatic Explanation Method for Machine Learning Prediction Results on Asthma-Related Hospital Visits in Patients With Asthma: Quantitative Analysis
Generalizability of an Automatic Explanation Method for Machine Learning Prediction Results on Asthma-Related Hospital Visits in Patients With Asthma: Quantitative Analysis
Gang Luo
1
, DPhil ;
Claudia L Nau
2
, DPhil ;
William W Crawford
3
, MD ;
Michael Schatz
2, 4
, MD, MS ;
Robert S Zeiger
2, 4
, MD, DPhil ;
Corinna Koebnick
2
, DPhil
1
Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA, United States
2
Department of Research & Evaluation, Kaiser Permanente Southern California, Pasadena, CA, United States
3
Department of Allergy and Immunology, Kaiser Permanente South Bay Medical Center, Harbor City, CA, United States
4
Department of Allergy, Kaiser Permanente Southern California, San Diego, CA, United States
Corresponding Author:
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Gang Luo, DPhil
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Department of Biomedical Informatics and Medical Education
-
University of Washington
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UW Medicine South Lake Union, 850 Republican Street,
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Box 358047, Building C
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Seattle, WA, 98195
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United States
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Phone:
1 2062214596
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Fax: 1 206-221-2671
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Email: gangluo@cs.wisc.edu