{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T09:49:23Z","timestamp":1747216163694,"version":"3.40.5"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"type":"electronic","value":"9781643685489"}],"license":[{"start":{"date-parts":[[2024,10,16]],"date-time":"2024-10-16T00:00:00Z","timestamp":1729036800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,10,16]]},"abstract":"<jats:p>Assessing patient risk or degree of vulnerability is crucial for effective nursing care, resource allocation and prevention of complications and adverse events. A scale-based system evaluates hospitalised patients, capturing their status across domains by aggregating and weighting scale scores. Currently, in most hospitals, nurses manually interpret these scores and record the data. Even in high-tech hospitals with electronic health records (EHRs) the interpretation of results still depends on manual analysis, leading to subjectivity and errors. The aim of this project is to develop a predictive system that is seamlessly integrated into the EHR as a decision support tool. The system will categorise patients based on their need for resource allocation, which is interpreted as risk. Real data from 1800 patients were analysed and showed 86% of accuracy in predicting risk using a decision tree algorithm.<\/jats:p>","DOI":"10.3233\/faia241045","type":"book-chapter","created":{"date-parts":[[2024,10,17]],"date-time":"2024-10-17T13:59:21Z","timestamp":1729173561000},"source":"Crossref","is-referenced-by-count":0,"title":["A Predictive Model for Risk Management of the Hospitalised Patient as a Clinical Decision Support System"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-4781-6085","authenticated-orcid":false,"given":"Isabel","family":"Benlloch-Blasco","sequence":"first","affiliation":[{"name":"Valencian Research Institute for Artificial Intelligence VRAIN) - Universitat Polit\u00e8cnica de Val\u00e8ncia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6507-2756","authenticated-orcid":false,"given":"Vicent","family":"Botti","sequence":"additional","affiliation":[{"name":"Valencian Research Institute for Artificial Intelligence VRAIN) - Universitat Polit\u00e8cnica de Val\u00e8ncia"},{"name":"Valencian Graduate School and Research Network of Artificial Intelligence (valgrAI)"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6212-9377","authenticated-orcid":false,"given":"Stella","family":"Heras","sequence":"additional","affiliation":[{"name":"Valencian Research Institute for Artificial Intelligence VRAIN) - Universitat Polit\u00e8cnica de Val\u00e8ncia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6859-6133","authenticated-orcid":false,"given":"M\u00aaIsabel","family":"Marmol","sequence":"additional","affiliation":[{"name":"Escuela de Enfermer\u00eda La Fe, Universitat de Val\u00e8ncia"}]},{"given":"Isabel","family":"Miguel","sequence":"additional","affiliation":[{"name":"Comit\u00e9 de \u00c9tica del Sistema P\u00fablico Valenciano de Servicios Sociales"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6209-9603","authenticated-orcid":false,"given":"Javier","family":"Palanca","sequence":"additional","affiliation":[{"name":"Valencian Research Institute for Artificial Intelligence VRAIN) - Universitat Polit\u00e8cnica de Val\u00e8ncia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2110-2394","authenticated-orcid":false,"given":"Antonio","family":"Ruiz","sequence":"additional","affiliation":[{"name":"Departamento de salud de La Ribera, Conselleria de Sanitat, Generalitat Valenciana"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","ECAI 2024"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA241045","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,17]],"date-time":"2024-10-17T13:59:22Z","timestamp":1729173562000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA241045"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,16]]},"ISBN":["9781643685489"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia241045","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"type":"print","value":"0922-6389"},{"type":"electronic","value":"1879-8314"}],"subject":[],"published":{"date-parts":[[2024,10,16]]}}}