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Multimodal machine learning to predict surgical site infection with healthcare workload impact assessment.

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Title: Multimodal machine learning to predict surgical site infection with healthcare workload impact assessment.
Authors: McLean KA; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK. k.a.mclean@ed.ac.uk.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK. k.a.mclean@ed.ac.uk., Sgrò A; Colorectal Unit, Western General Hospital, Edinburgh, EH4 2XU, UK., Brown LR; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK., Buijs LF; Colorectal Unit, Western General Hospital, Edinburgh, EH4 2XU, UK., Mountain KE; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK., Shaw CA; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK., Drake TM; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK., Pius R; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK., Knight SR; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK., Fairfield CJ; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK., Skipworth RJE; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK., Tsaftaris SA; AI Hub for Causality in Healthcare AI with Real Data, University of Edinburgh, Edinburgh, EH9 3FG, UK., Wigmore SJ; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK., Potter MA; Colorectal Unit, Western General Hospital, Edinburgh, EH4 2XU, UK., Bouamrane MM; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK., Harrison EM; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK. ewen.harrison@ed.ac.uk.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK. ewen.harrison@ed.ac.uk.
Corporate Authors: TWIST Collaborators
Source: NPJ digital medicine [NPJ Digit Med] 2025 Feb 23; Vol. 8 (1), pp. 121. Date of Electronic Publication: 2025 Feb 23.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22McLean+KA%22">McLean KA</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK. k.a.mclean@ed.ac.uk.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK. k.a.mclean@ed.ac.uk.<br /><searchLink fieldCode="AU" term="%22Sgrò+A%22">Sgrò A</searchLink>; Colorectal Unit, Western General Hospital, Edinburgh, EH4 2XU, UK.<br /><searchLink fieldCode="AU" term="%22Brown+LR%22">Brown LR</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.<br /><searchLink fieldCode="AU" term="%22Buijs+LF%22">Buijs LF</searchLink>; Colorectal Unit, Western General Hospital, Edinburgh, EH4 2XU, UK.<br /><searchLink fieldCode="AU" term="%22Mountain+KE%22">Mountain KE</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.<br /><searchLink fieldCode="AU" term="%22Shaw+CA%22">Shaw CA</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK.<br /><searchLink fieldCode="AU" term="%22Drake+TM%22">Drake TM</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK.<br /><searchLink fieldCode="AU" term="%22Pius+R%22">Pius R</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK.<br /><searchLink fieldCode="AU" term="%22Knight+SR%22">Knight SR</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK.<br /><searchLink fieldCode="AU" term="%22Fairfield+CJ%22">Fairfield CJ</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK.<br /><searchLink fieldCode="AU" term="%22Skipworth+RJE%22">Skipworth RJE</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.<br /><searchLink fieldCode="AU" term="%22Tsaftaris+SA%22">Tsaftaris SA</searchLink>; AI Hub for Causality in Healthcare AI with Real Data, University of Edinburgh, Edinburgh, EH9 3FG, UK.<br /><searchLink fieldCode="AU" term="%22Wigmore+SJ%22">Wigmore SJ</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK.<br /><searchLink fieldCode="AU" term="%22Potter+MA%22">Potter MA</searchLink>; Colorectal Unit, Western General Hospital, Edinburgh, EH4 2XU, UK.<br /><searchLink fieldCode="AU" term="%22Bouamrane+MM%22">Bouamrane MM</searchLink>; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK.<br /><searchLink fieldCode="AU" term="%22Harrison+EM%22">Harrison EM</searchLink>; Department of Clinical Surgery, University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK. ewen.harrison@ed.ac.uk.; Centre for Medical Informatics, Usher Institute, University of Edinburgh, 9 Little France Rd, Edinburgh, EH16 4UX, UK. ewen.harrison@ed.ac.uk.
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