Estimation of Risk-Adjusted Outcomes for Non-Infectious Postoperative Complications using Interpretable Machine Learning and Electronic Health Record Data.

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Bibliographic Details
Title: Estimation of Risk-Adjusted Outcomes for Non-Infectious Postoperative Complications using Interpretable Machine Learning and Electronic Health Record Data.
Authors: Stuart CM; Department of Surgery, University of Colorado Anschutz Medical Campus.; Surgical Outcomes and Applied Research Program, Department of Surgery, University of Colorado Anschutz Medical Campus., Fei Y; Department of Biostatistics and Informatics, Colorado School of Public Health., Colborn KL; Surgical Outcomes and Applied Research Program, Department of Surgery, University of Colorado Anschutz Medical Campus.; Department of Biostatistics and Informatics, Colorado School of Public Health.; Department of Medicine, University of Colorado Anschutz Medical Campus.; Adult and Child Consortium for Health Outcomes Research and Delivery Science, University of Colorado Anschutz Medical Campus., Zhuang Y; Department of Medicine, University of Colorado Anschutz Medical Campus.; Adult and Child Consortium for Health Outcomes Research and Delivery Science, University of Colorado Anschutz Medical Campus., Henderson WG; Surgical Outcomes and Applied Research Program, Department of Surgery, University of Colorado Anschutz Medical Campus., Dyas AR; Department of Surgery, University of Colorado Anschutz Medical Campus.; Surgical Outcomes and Applied Research Program, Department of Surgery, University of Colorado Anschutz Medical Campus., Bronsert MR; Surgical Outcomes and Applied Research Program, Department of Surgery, University of Colorado Anschutz Medical Campus.; Adult and Child Consortium for Health Outcomes Research and Delivery Science, University of Colorado Anschutz Medical Campus., Meguid RA; Department of Surgery, University of Colorado Anschutz Medical Campus.; Surgical Outcomes and Applied Research Program, Department of Surgery, University of Colorado Anschutz Medical Campus.; Adult and Child Consortium for Health Outcomes Research and Delivery Science, University of Colorado Anschutz Medical Campus.
Source: Annals of surgery [Ann Surg] 2025 Apr 21. Date of Electronic Publication: 2025 Apr 21.
Publication Type: Journal Article
Journal Info: Publisher: Lippincott Williams & Wilkins Country of Publication: United States NLM ID: 0372354 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1528-1140 (Electronic) Linking ISSN: 00034932 NLM ISO Abbreviation: Ann Surg Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1528-1140
DOI:10.1097/SLA.0000000000006737