SmartAlert: Implementing Machine Learning-Driven Clinical Decision Support for Inpatient Lab Utilization Reduction
Year: 2025
Type: preprint
Topic: Clinical Laboratory Practices and Quality Control
Authors and affiliations:
raw_author_name: Liang, April S.
raw_affiliation_strings: Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
raw_author_name: Amrollahi, Fatemeh
raw_affiliation_strings: Department of Biomedical Data Science, Stanford University, Palo Alto, CA
raw_author_name: Jiang, Yixing
raw_affiliation_strings: Department of Biomedical Data Science, Stanford University, Palo Alto, CA
raw_author_name: Corbin, Conor K.
raw_affiliation_strings: SmarterDx, New York, NY
raw_author_name: Kim, Grace Y. E.
raw_affiliation_strings: The Johns Hopkins University School of Medicine, Baltimore, MD
raw_author_name: Mui, David
raw_affiliation_strings: Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
raw_author_name: Crowell, Trevor
raw_affiliation_strings: Stanford Healthcare AI Applied Research Team, Stanford University School of Medicine, Palo Alto, CA
raw_author_name: Acharya, Aakash
raw_affiliation_strings: Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA
raw_author_name: Mony, Sreedevi
raw_affiliation_strings: Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA
raw_author_name: Punnathanam, Soumya
raw_affiliation_strings: Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA
raw_author_name: McKeown, Jack
raw_affiliation_strings: Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA
raw_author_name: Smith, Margaret
raw_affiliation_strings: Stanford Healthcare AI Applied Research Team, Stanford University School of Medicine, Palo Alto, CA
Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
raw_author_name: Lin, Steven
raw_affiliation_strings: Stanford Healthcare AI Applied Research Team, Stanford University School of Medicine, Palo Alto, CA
Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
raw_author_name: Milstein, Arnold
raw_affiliation_strings: Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
Clinical Excellence Research Center, Stanford University, Palo Alto, CA
raw_author_name: Schulman, Kevin
raw_affiliation_strings: Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
Clinical Excellence Research Center, Stanford University, Palo Alto, CA
raw_author_name: Hom, Jason
raw_affiliation_strings: Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
raw_author_name: Pfeffer, Michael A.
raw_affiliation_strings: Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA
raw_author_name: Pham, Tho D.
raw_affiliation_strings: Department of Pathology, Stanford University School of Medicine, Palo Alto, CA
raw_author_name: Svec, David
raw_affiliation_strings: Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
Stanford Health Care Tri-Valley, Pleasanton, CA
raw_author_name: Chu, Weihan
raw_affiliation_strings: Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
Stanford Health Care Tri-Valley, Pleasanton, CA
raw_author_name: Shieh, Lisa
raw_affiliation_strings: Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
raw_author_name: Sharp, Christopher
raw_affiliation_strings: Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
raw_author_name: Ma, Stephen P.
raw_affiliation_strings: Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
raw_author_name: Chen, Jonathan H.
raw_affiliation_strings: Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
Stanford Center for Biomedical Informatics Research, Stanford University, Palo Alto, CA