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?
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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  Data: Are machine learning models superior to logistic regression models to predict 30-day mortality post-hip fracture surgery?
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  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.
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  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).
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  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
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              Text: 2026 Apr 28
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