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SmartAlert - Implementing Machine Learning-Driven Clinical Decision Support for Inpatient Laboratory Utilization Reduction.

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Title: SmartAlert - Implementing Machine Learning-Driven Clinical Decision Support for Inpatient Laboratory Utilization Reduction.
Authors: Liang AS; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA., Amrollahi F; Department of Biomedical Data Science, Stanford University, Palo Alto, CA, USA., Jiang Y; Department of Biomedical Data Science, Stanford University, Palo Alto, CA, USA., Corbin CK; SmarterDx, New York, NY, USA., Kim GYE; The Johns Hopkins University School of Medicine, Baltimore, MD, USA., Mui D; Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA., Crowell T; Stanford Healthcare AI Applied Research Team, Stanford University School of Medicine, Palo Alto, CA, USA., Acharya A; Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA., Mony S; Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA., Punnathanam S; Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA., McKeown J; Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA., Smith M; Stanford Healthcare AI Applied Research Team, Stanford University School of Medicine, Palo Alto, CA, USA.; Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA., Lin S; Stanford Healthcare AI Applied Research Team, Stanford University School of Medicine, Palo Alto, CA, USA.; Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA., Milstein A; Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Clinical Excellence Research Center, Stanford University, Palo Alto, CA, USA., Schulman K; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Clinical Excellence Research Center, Stanford University, Palo Alto, CA, USA., Hom J; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA., Pfeffer MA; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA., Pham TD; Department of Pathology, Stanford University School of Medicine, Palo Alto, CA, USA., Svec D; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Stanford Health Care Tri-Valley, Pleasanton, CA, USA., Chu W; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Stanford Health Care Tri-Valley, Pleasanton, CA, USA., Shieh L; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA., Sharp C; Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA., Ma SP; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA., Chen JH; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Department of Biomedical Data Science, Stanford University, Palo Alto, CA, USA.; Clinical Excellence Research Center, Stanford University, Palo Alto, CA, USA.; Stanford Division of Computational Medicine, Stanford University, Palo Alto, CA, USA.
Source: NEJM AI [NEJM AI] 2026 Jul; Vol. 3 (7). Date of Electronic Publication: 2026 Jun 23.
Publication Type: Journal Article
Journal Info: Publisher: NEJM Group Country of Publication: United States NLM ID: 9918752186406676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2836-9386 (Electronic) Linking ISSN: 28369386 NLM ISO Abbreviation: NEJM AI Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: SmartAlert - Implementing Machine Learning-Driven Clinical Decision Support for Inpatient Laboratory Utilization Reduction.
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  Data: <searchLink fieldCode="AU" term="%22Liang+AS%22">Liang AS</searchLink>; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Amrollahi+F%22">Amrollahi F</searchLink>; Department of Biomedical Data Science, Stanford University, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Jiang+Y%22">Jiang Y</searchLink>; Department of Biomedical Data Science, Stanford University, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Corbin+CK%22">Corbin CK</searchLink>; SmarterDx, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Kim+GYE%22">Kim GYE</searchLink>; The Johns Hopkins University School of Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Mui+D%22">Mui D</searchLink>; Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Crowell+T%22">Crowell T</searchLink>; Stanford Healthcare AI Applied Research Team, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Acharya+A%22">Acharya A</searchLink>; Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA.<br /><searchLink fieldCode="AU" term="%22Mony+S%22">Mony S</searchLink>; Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA.<br /><searchLink fieldCode="AU" term="%22Punnathanam+S%22">Punnathanam S</searchLink>; Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA.<br /><searchLink fieldCode="AU" term="%22McKeown+J%22">McKeown J</searchLink>; Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA.<br /><searchLink fieldCode="AU" term="%22Smith+M%22">Smith M</searchLink>; Stanford Healthcare AI Applied Research Team, Stanford University School of Medicine, Palo Alto, CA, USA.; Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Lin+S%22">Lin S</searchLink>; Stanford Healthcare AI Applied Research Team, Stanford University School of Medicine, Palo Alto, CA, USA.; Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Milstein+A%22">Milstein A</searchLink>; Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Clinical Excellence Research Center, Stanford University, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Schulman+K%22">Schulman K</searchLink>; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Clinical Excellence Research Center, Stanford University, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Hom+J%22">Hom J</searchLink>; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Pfeffer+MA%22">Pfeffer MA</searchLink>; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA.<br /><searchLink fieldCode="AU" term="%22Pham+TD%22">Pham TD</searchLink>; Department of Pathology, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Svec+D%22">Svec D</searchLink>; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Stanford Health Care Tri-Valley, Pleasanton, CA, USA.<br /><searchLink fieldCode="AU" term="%22Chu+W%22">Chu W</searchLink>; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Stanford Health Care Tri-Valley, Pleasanton, CA, USA.<br /><searchLink fieldCode="AU" term="%22Shieh+L%22">Shieh L</searchLink>; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Sharp+C%22">Sharp C</searchLink>; Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Ma+SP%22">Ma SP</searchLink>; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Chen+JH%22">Chen JH</searchLink>; Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.; Department of Biomedical Data Science, Stanford University, Palo Alto, CA, USA.; Clinical Excellence Research Center, Stanford University, Palo Alto, CA, USA.; Stanford Division of Computational Medicine, Stanford University, Palo Alto, CA, USA.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22NEJM+Group%22">NEJM Group </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9918752186406676 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2836-9386 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2228369386%22">28369386 </searchLink><i>NLM ISO Abbreviation: </i>NEJM AI <i>Subsets: </i>PubMed not MEDLINE
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              Text: 2026 Jul
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