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
Description
ISSN:2836-9386
DOI:10.1056/aics2501086