Estimation of Risk-Adjusted Outcomes for Non-Infectious Postoperative Complications using Interpretable Machine Learning and Electronic Health Record Data.
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| Title: | Estimation of Risk-Adjusted Outcomes for Non-Infectious Postoperative Complications using Interpretable Machine Learning and Electronic Health Record Data. |
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| 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 |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 40255158 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Estimation of Risk-Adjusted Outcomes for Non-Infectious Postoperative Complications using Interpretable Machine Learning and Electronic Health Record Data. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Stuart+CM%22">Stuart CM</searchLink>; Department of Surgery, University of Colorado Anschutz Medical Campus.; Surgical Outcomes and Applied Research Program, Department of Surgery, University of Colorado Anschutz Medical Campus.<br /><searchLink fieldCode="AU" term="%22Fei+Y%22">Fei Y</searchLink>; Department of Biostatistics and Informatics, Colorado School of Public Health.<br /><searchLink fieldCode="AU" term="%22Colborn+KL%22">Colborn KL</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Zhuang+Y%22">Zhuang Y</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Henderson+WG%22">Henderson WG</searchLink>; Surgical Outcomes and Applied Research Program, Department of Surgery, University of Colorado Anschutz Medical Campus.<br /><searchLink fieldCode="AU" term="%22Dyas+AR%22">Dyas AR</searchLink>; Department of Surgery, University of Colorado Anschutz Medical Campus.; Surgical Outcomes and Applied Research Program, Department of Surgery, University of Colorado Anschutz Medical Campus.<br /><searchLink fieldCode="AU" term="%22Bronsert+MR%22">Bronsert MR</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Meguid+RA%22">Meguid RA</searchLink>; 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. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%220372354%22">Annals of surgery</searchLink> [Ann Surg] 2025 Apr 21. <i>Date of Electronic Publication: </i>2025 Apr 21. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Lippincott+Williams+%26+Wilkins%22">Lippincott Williams & Wilkins </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>0372354 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1528-1140 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200034932%22">00034932 </searchLink><i>NLM ISO Abbreviation: </i>Ann Surg <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=40255158 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1097/SLA.0000000000006737 Languages: – Code: eng Text: English Titles: – TitleFull: Estimation of Risk-Adjusted Outcomes for Non-Infectious Postoperative Complications using Interpretable Machine Learning and Electronic Health Record Data. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Stuart CM – PersonEntity: Name: NameFull: Fei Y – PersonEntity: Name: NameFull: Colborn KL – PersonEntity: Name: NameFull: Zhuang Y – PersonEntity: Name: NameFull: Henderson WG – PersonEntity: Name: NameFull: Dyas AR – PersonEntity: Name: NameFull: Bronsert MR – PersonEntity: Name: NameFull: Meguid RA IsPartOfRelationships: – BibEntity: Dates: – D: 21 M: 04 Text: 2025 Apr 21 Type: published Y: 2025 Identifiers: – Type: issn-electronic Value: 1528-1140 Titles: – TitleFull: Annals of surgery Type: main |
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