Are machine learning models superior to logistic regression models to predict 30-day mortality post-hip fracture surgery?
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| Title: | Are machine learning models superior to logistic regression models to predict 30-day mortality post-hip fracture surgery? |
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| Authors: | Issa Z; Division of Endocrinology, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon., Trad F; Electrical and Computer Engineering Department, American University of Beirut, Beirut 1107 2020, Lebanon.; Electrical and Computer Engineering Department, Lebanese American University, Byblos P.O. Box 36, Lebanon., Yammine R; Division of Endocrinology, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.; Calcium Metabolism and Osteoporosis Program, WHO Collaborating Center for Metabolic Bone Disorders, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon., Rhayem C; Division of Endocrinology, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon., Ghosn A; Division of Endocrinology, Memorial Sloan Kettering, New York, NY 10065, United States., Alwan J; Department of Pediatric Emergency Medicine, Children's Hospital of Michigan, Detroit, MI 48201, United States., Tamim H; Department of Internal Medicine, Clinical Research Institute, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.; College of Medicine, Alfaisal University, Riyadh 11533, Saudi Arabia., Haidar R; Division of Orthopedic Surgery, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon., Chehab A; Electrical and Computer Engineering Department, American University of Beirut, Beirut 1107 2020, Lebanon., El-Hajj Fuleihan G; Division of Endocrinology, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.; Calcium Metabolism and Osteoporosis Program, WHO Collaborating Center for Metabolic Bone Disorders, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon. |
| Source: | JBMR plus [JBMR Plus] 2026 Apr 28; Vol. 10 (7), pp. ziag079. Date of Electronic Publication: 2026 Apr 28 (Print Publication: 2026). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Oxford University Press Country of Publication: England NLM ID: 101707013 Publication Model: eCollection Cited Medium: Internet ISSN: 2473-4039 (Electronic) Linking ISSN: 24734039 NLM ISO Abbreviation: JBMR Plus Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
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| FullText | Links: – Type: pdflink Text: Availability: 1 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42306553 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Are machine learning models superior to logistic regression models to predict 30-day mortality post-hip fracture surgery? – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Issa+Z%22">Issa Z</searchLink>; Division of Endocrinology, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.<br /><searchLink fieldCode="AU" term="%22Trad+F%22">Trad F</searchLink>; Electrical and Computer Engineering Department, American University of Beirut, Beirut 1107 2020, Lebanon.; Electrical and Computer Engineering Department, Lebanese American University, Byblos P.O. Box 36, Lebanon.<br /><searchLink fieldCode="AU" term="%22Yammine+R%22">Yammine R</searchLink>; Division of Endocrinology, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.; Calcium Metabolism and Osteoporosis Program, WHO Collaborating Center for Metabolic Bone Disorders, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.<br /><searchLink fieldCode="AU" term="%22Rhayem+C%22">Rhayem C</searchLink>; Division of Endocrinology, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.<br /><searchLink fieldCode="AU" term="%22Ghosn+A%22">Ghosn A</searchLink>; Division of Endocrinology, Memorial Sloan Kettering, New York, NY 10065, United States.<br /><searchLink fieldCode="AU" term="%22Alwan+J%22">Alwan J</searchLink>; Department of Pediatric Emergency Medicine, Children's Hospital of Michigan, Detroit, MI 48201, United States.<br /><searchLink fieldCode="AU" term="%22Tamim+H%22">Tamim H</searchLink>; Department of Internal Medicine, Clinical Research Institute, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.; College of Medicine, Alfaisal University, Riyadh 11533, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Haidar+R%22">Haidar R</searchLink>; Division of Orthopedic Surgery, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.<br /><searchLink fieldCode="AU" term="%22Chehab+A%22">Chehab A</searchLink>; Electrical and Computer Engineering Department, American University of Beirut, Beirut 1107 2020, Lebanon.<br /><searchLink fieldCode="AU" term="%22El-Hajj+Fuleihan+G%22">El-Hajj Fuleihan G</searchLink>; Division of Endocrinology, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon.; Calcium Metabolism and Osteoporosis Program, WHO Collaborating Center for Metabolic Bone Disorders, American University of Beirut Medical Center, Beirut 1107 2020, Lebanon. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101707013%22">JBMR plus</searchLink> [JBMR Plus] 2026 Apr 28; Vol. 10 (7), pp. ziag079. <i>Date of Electronic Publication: </i>2026 Apr 28 (<i>Print Publication: </i>2026). – 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="%22Oxford+University+Press%22">Oxford University Press </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101707013 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2473-4039 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2224734039%22">24734039 </searchLink><i>NLM ISO Abbreviation: </i>JBMR Plus <i>Subsets: </i>PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42306553 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1093/jbmrpl/ziag079 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: ziag079 Titles: – TitleFull: Are machine learning models superior to logistic regression models to predict 30-day mortality post-hip fracture surgery? Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Issa Z – PersonEntity: Name: NameFull: Trad F – PersonEntity: Name: NameFull: Yammine R – PersonEntity: Name: NameFull: Rhayem C – PersonEntity: Name: NameFull: Ghosn A – PersonEntity: Name: NameFull: Alwan J – PersonEntity: Name: NameFull: Tamim H – PersonEntity: Name: NameFull: Haidar R – PersonEntity: Name: NameFull: Chehab A – PersonEntity: Name: NameFull: El-Hajj Fuleihan G IsPartOfRelationships: – BibEntity: Dates: – D: 28 M: 04 Text: 2026 Apr 28 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2473-4039 Numbering: – Type: volume Value: 10 – Type: issue Value: 7 Titles: – TitleFull: JBMR plus Type: main |
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