{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,17]],"date-time":"2025-05-17T04:04:25Z","timestamp":1747454665155,"version":"3.40.5"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643685960","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,5,15]],"date-time":"2025-05-15T00:00:00Z","timestamp":1747267200000},"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":[[2025,5,15]]},"abstract":"<jats:p>Clinical decision support systems (CDSSs) are designed to enhance patient safety by providing alerts to prescribers about potential medication issues. However, a significant proportion of these alerts are ignored, which can compromise patient safety. This study explores the feasibility of using subgroup discovery, a machine learning method, to identify determinants influencing physicians\u2019 medication-related CDSS alert handling. By analyzing CDSS log data from the electronic health record, this research shows the feasibility of the use of subgroup discovery on this data, and its potential to uncover behavioral patterns and factors that affect how alerts are managed. This can ultimately contribute to the design of more effective CDSS alerts and improving patient safety.<\/jats:p>","DOI":"10.3233\/shti250283","type":"book-chapter","created":{"date-parts":[[2025,5,16]],"date-time":"2025-05-16T08:53:07Z","timestamp":1747385587000},"source":"Crossref","is-referenced-by-count":0,"title":["Subgroup Discovery to Identify Determinants of Influence on CDSS Medication Alert Handling: A Feasibility Study"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5504-636X","authenticated-orcid":false,"given":"Kimmy","family":"Raven","sequence":"first","affiliation":[{"name":"Department of Medical Informatics Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2679-8095","authenticated-orcid":false,"given":"Stephanie","family":"Medlock","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9859-0912","authenticated-orcid":false,"given":"Linda W.","family":"Peute","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3066-9464","authenticated-orcid":false,"given":"Iacopo","family":"Vagliano","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands"}],"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\/SHTI250283","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,16]],"date-time":"2025-05-16T08:53:08Z","timestamp":1747385588000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI250283"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5,15]]},"ISBN":["9781643685960"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti250283","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]]}}}