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Interpretability of an FDA-authorized AI/ML sepsis diagnostic tool improved by SHAP values.

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Title: Interpretability of an FDA-authorized AI/ML sepsis diagnostic tool improved by SHAP values.
Authors: Watson GL; Prenosis, Inc., Chicago, IL, 60616, United States., Staples G; Prenosis, Inc., Chicago, IL, 60616, United States., Carver R; Prenosis, Inc., Chicago, IL, 60616, United States., Bhargava A; Prenosis, Inc., Chicago, IL, 60616, United States., López-Espina C; Prenosis, Inc., Chicago, IL, 60616, United States., Schmalz L; Prenosis, Inc., Chicago, IL, 60616, United States., Ali F; Lifebridge Sinai Hospital, Baltimore, MD, 21215, United States., Antkowiak PS; Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, 02215, United States., Azad S; Mercy Hospital Jefferson, Festus, MO, 63028, United States., Berghea R; Corewell Health William Beaumont University Hospital, Royal Oak, MI, 48073, United States., Chawla L; OSF Saint Francis Medical Center, Peoria, IL, 61637, United States., Crisp M; Mercy Hospital Jefferson, Festus, MO, 63028, United States., Dagan A; Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, 02215, United States., Davila F; Corewell Health William Beaumont University Hospital, Royal Oak, MI, 48073, United States., Davila H; Corewell Health William Beaumont University Hospital, Royal Oak, MI, 48073, United States., DeMarco C; Corewell Health William Beaumont University Hospital, Royal Oak, MI, 48073, United States., Doodlesack A; Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, 02215, United States., Espinosa A; Corewell Health William Beaumont University Hospital, Royal Oak, MI, 48073, United States., Evans NS; Davis School of Medicine, University of California, Sacramento, CA, 95817, United States., Ezekiel C; Mercy Hospital Jefferson, Festus, MO, 63028, United States., Friederich A; OSF Saint Francis Medical Center, Peoria, IL, 61637, United States., Gosai F; OSF Saint Francis Medical Center, Peoria, IL, 61637, United States., Halalau A; Corewell Health William Beaumont University Hospital, Royal Oak, MI, 48073, United States., Iyer K; Mercy Hospital Jefferson, Festus, MO, 63028, United States., Kravitz MS; Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, 02215, United States.; Harvard Medical School, Boston, MA, 02115, United States., Kurtzman N; Emory School of Medicine, Atlanta, GA, 30322, United States., Lee JH; Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, 02215, United States., Maddens N; Corewell Health William Beaumont University Hospital, Royal Oak, MI, 48073, United States., Malkani R; Jesse Brown VA Medical Center, Chicago, IL, 60612, United States., Mayer S; Jesse Brown VA Medical Center, Chicago, IL, 60612, United States., Oke V; Mercy Hospital Jefferson, Festus, MO, 63028, United States., Palagiri AV; Mercy Hospital, St. Louis, MO, 63141, United States., Patel R; Jesse Brown VA Medical Center, Chicago, IL, 60612, United States., Raghavakurup L; Lifebridge Sinai Hospital, Baltimore, MD, 21215, United States., Raouf S; Lifebridge Sinai Hospital, Baltimore, MD, 21215, United States., Reseland E; Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, 02215, United States., Sadaka F; Mercy Hospital Jefferson, Festus, MO, 63028, United States., Sarma D; Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, 02215, United States., Smith S; Corewell Health William Beaumont University Hospital, Royal Oak, MI, 48073, United States., Shvilkina T; Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, 02215, United States., Sims MD; Corewell Health William Beaumont University Hospital, Royal Oak, MI, 48073, United States., Singh S; Lifebridge Sinai Hospital, Baltimore, MD, 21215, United States., Stenson BA; Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, 02215, United States., Syed A; OSF Saint Francis Medical Center, Peoria, IL, 61637, United States., Tafa M; Lifebridge Sinai Hospital, Baltimore, MD, 21215, United States., Thomas K; Jesse Brown VA Medical Center, Chicago, IL, 60612, United States., Zhao SD; Department of Statistics, University of Illinois at Urbana-Champaign, Urbana, IL, 61820, United States., Zhu R; Department of Statistics, University of Illinois at Urbana-Champaign, Urbana, IL, 61820, United States., Bashir R; Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, United States., Reddy B Jr; Prenosis, Inc., Chicago, IL, 60616, United States., Shapiro NI; Prenosis, Inc., Chicago, IL, 60616, United States.; Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, 02215, United States.; Harvard Medical School, Boston, MA, 02115, United States.
Source: JAMIA open [JAMIA Open] 2026 Feb 25; Vol. 9 (1), pp. ooag020. Date of Electronic Publication: 2026 Feb 25 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press on behalf of the American Medical Informatics Association Country of Publication: United States NLM ID: 101730643 Publication Model: eCollection Cited Medium: Internet ISSN: 2574-2531 (Electronic) Linking ISSN: 25742531 NLM ISO Abbreviation: JAMIA Open Subsets: PubMed not MEDLINE
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