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Transparency in Externally Validated Models: A systematic review of machine learning vs. logistic regression for predicting colorectal anastomotic leakage.

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Title: Transparency in Externally Validated Models: A systematic review of machine learning vs. logistic regression for predicting colorectal anastomotic leakage.
Authors: Ben Hmido S; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands. Electronic address: s.benhmido@amsterdamumc.nl., Abder Rahim H; Biomedical Engineering, TU Delft, Mekelweg 2, 2628 CD, Delft, the Netherlands., Ingwersen EW; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands., Burchell G; Medical Library, Vrije Universiteit, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands., Hompes R; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands., van der Peet D; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands., Sonneveld E; Department of Surgery, Dijklander Hospital, Hoorn, the Netherlands., Kazemier G; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands., Daams F; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands.
Source: European journal of surgical oncology : the journal of the European Society of Surgical Oncology and the British Association of Surgical Oncology [Eur J Surg Oncol] 2025 Oct; Vol. 51 (10), pp. 110367. Date of Electronic Publication: 2025 Aug 14.
Publication Type: Comparative Study; Journal Article; Systematic Review
Journal Info: Publisher: Elsevier Country of Publication: England NLM ID: 8504356 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1532-2157 (Electronic) Linking ISSN: 07487983 NLM ISO Abbreviation: Eur J Surg Oncol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Transparency in Externally Validated Models: A systematic review of machine learning vs. logistic regression for predicting colorectal anastomotic leakage.
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  Data: <searchLink fieldCode="AU" term="%22Ben+Hmido+S%22">Ben Hmido S</searchLink>; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands. Electronic address: s.benhmido@amsterdamumc.nl.<br /><searchLink fieldCode="AU" term="%22Abder+Rahim+H%22">Abder Rahim H</searchLink>; Biomedical Engineering, TU Delft, Mekelweg 2, 2628 CD, Delft, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Ingwersen+EW%22">Ingwersen EW</searchLink>; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Burchell+G%22">Burchell G</searchLink>; Medical Library, Vrije Universiteit, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Hompes+R%22">Hompes R</searchLink>; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22van+der+Peet+D%22">van der Peet D</searchLink>; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Sonneveld+E%22">Sonneveld E</searchLink>; Department of Surgery, Dijklander Hospital, Hoorn, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Kazemier+G%22">Kazemier G</searchLink>; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Daams+F%22">Daams F</searchLink>; Department of Surgery, Amsterdam University Medical Centers, De Boelelaan 1117, 1081, HV Amsterdam, the Netherlands; Cancer Center Amsterdam, De Boelelaan 1118, 1081, HV Amsterdam, the Netherlands.
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  Data: <searchLink fieldCode="JN" term="%228504356%22">European journal of surgical oncology : the journal of the European Society of Surgical Oncology and the British Association of Surgical Oncology</searchLink> [Eur J Surg Oncol] 2025 Oct; Vol. 51 (10), pp. 110367. <i>Date of Electronic Publication: </i>2025 Aug 14.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>8504356 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1532-2157 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2207487983%22">07487983 </searchLink><i>NLM ISO Abbreviation: </i>Eur J Surg Oncol <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.ejso.2025.110367
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              Text: 2025 Oct
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