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The Braden Scale is the standard tool for assessing HAPI risk, but it has limitations, including a high false-positive rate, potential oversight of subtle symptoms, and added workload for nurses. To address these issues, a fully automated AI clinical decision support system (CDSS) achieving 0.90 AUROC on retrospective data has been deployed.<\/jats:p>","DOI":"10.3233\/shti250280","type":"book-chapter","created":{"date-parts":[[2025,5,16]],"date-time":"2025-05-16T08:52:50Z","timestamp":1747385570000},"source":"Crossref","is-referenced-by-count":0,"title":["Real-World Deployment of a ML Pipeline for Pressure Wounds Prediction"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2435-4079","authenticated-orcid":false,"given":"J\u00e9r\u00e9mie","family":"Despraz","sequence":"first","affiliation":[{"name":"Biomedical Data Science Center, Lausanne University Hospital, Lausanne, CH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4769-0187","authenticated-orcid":false,"given":"Sne\u017eana","family":"Nektarijevi\u0107","sequence":"additional","affiliation":[{"name":"Biomedical Data Science Center, Lausanne University Hospital, Lausanne, CH"},{"name":"Swiss Data Science Center, Swiss Institute of Technology, Zurich\/Lausanne, CH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-0850-0016","authenticated-orcid":false,"given":"Laure","family":"Vancauwenberghe","sequence":"additional","affiliation":[{"name":"Swiss Data Science Center, Swiss Institute of Technology, Zurich\/Lausanne, CH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-0780-711X","authenticated-orcid":false,"given":"Paloma","family":"Cito","sequence":"additional","affiliation":[{"name":"Biomedical Data Science Center, Lausanne University Hospital, Lausanne, CH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9135-1353","authenticated-orcid":false,"given":"Stefan","family":"Milosavljevic","sequence":"additional","affiliation":[{"name":"Swiss Data Science Center, Swiss Institute of Technology, Zurich\/Lausanne, CH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-6494-3116","authenticated-orcid":false,"given":"Sami","family":"Perrin","sequence":"additional","affiliation":[{"name":"Biomedical Data Science Center, Lausanne University Hospital, Lausanne, CH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2750-3519","authenticated-orcid":false,"given":"Sophie","family":"Pouzols","sequence":"additional","affiliation":[{"name":"IUFRS, University of Lausanne, Lausanne, CH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2961-2655","authenticated-orcid":false,"given":"Oksana","family":"Riba Grognuz","sequence":"additional","affiliation":[{"name":"Swiss Data Science Center, Swiss Institute of Technology, Zurich\/Lausanne, CH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2666-8300","authenticated-orcid":false,"given":"C\u00e9dric","family":"Mabire","sequence":"additional","affiliation":[{"name":"IUFRS, University of Lausanne, Lausanne, CH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2052-6133","authenticated-orcid":false,"given":"Jean Louis","family":"Raisaro","sequence":"additional","affiliation":[{"name":"Biomedical Data Science Center, Lausanne University Hospital, Lausanne, CH"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Intelligent Health Systems \u2013 From Technology to Data and Knowledge"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI250280","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,16]],"date-time":"2025-05-16T08:52:50Z","timestamp":1747385570000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI250280"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5,15]]},"ISBN":["9781643685960"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti250280","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,5,15]]}}}