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Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead.
Nat Mach Intell. 2019 May;1(5):206-215. doi: 10.1038/s42256-019-0048-x. Epub 2019 May 13.
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Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic.
JAMA Netw Open. 2021 Nov 1;4(11):e2135286. doi: 10.1001/jamanetworkopen.2021.35286.
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The false hope of current approaches to explainable artificial intelligence in health care.
Lancet Digit Health. 2021 Nov;3(11):e745-e750. doi: 10.1016/S2589-7500(21)00208-9.
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Principles for Real-World Implementation of Bedside Predictive Analytics Monitoring.
Appl Clin Inform. 2021 Aug;12(4):888-896. doi: 10.1055/s-0041-1735183. Epub 2021 Sep 22.
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External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients.
JAMA Intern Med. 2021 Aug 1;181(8):1065-1070. doi: 10.1001/jamainternmed.2021.2626.

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