{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,17]],"date-time":"2025-05-17T04:04:24Z","timestamp":1747454664948,"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>Medication reviews (MR) are essential for optimizing patient care and drug therapy safety. This study examined clinical pharmacists\u2019 decision-making during MRs. Five clinical pharmacists from university hospitals in Germany conducted intermediate MRs utilizing the think-aloud method, which were transcribed and modeled as knowledge graphs representing their decision-making processes. Our findings revealed variability in decision paths and problem identification, despite pharmacists often reaching similar conclusions. The use of knowledge graphs provided valuable insights into the diverse approaches taken during MR and highlighted challenges in standardizing the process. Further research should refine graph models to capture implicit knowledge and standardize labeling.<\/jats:p>","DOI":"10.3233\/shti250295","type":"book-chapter","created":{"date-parts":[[2025,5,16]],"date-time":"2025-05-16T08:53:13Z","timestamp":1747385593000},"source":"Crossref","is-referenced-by-count":0,"title":["Concept of Modeling Pharmacist-Led Medication Reviews in Clinical Setting: A Knowledge Graph-Based Approach"],"prefix":"10.3233","author":[{"given":"Julia","family":"Kiesel","sequence":"first","affiliation":[{"name":"Institute of Medical Informatics, Statistics and Epidemiology, Leipzig University, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Katharina","family":"Karsten-Dafonte","sequence":"additional","affiliation":[{"name":"Institute of Clinical Chemistry & Clinical Pharmacology, University Hospital Bonn, Bonn, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Katrin","family":"Farker","sequence":"additional","affiliation":[{"name":"Hospital Pharmacy, University Center for Pharmacotherapy and Pharmacoeconomics, Jena University Hospital, Jena, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Joachim A.","family":"Koeck","sequence":"additional","affiliation":[{"name":"Hospital Pharmacy, Erlangen University Hospital, Erlangen, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christine","family":"Kessler","sequence":"additional","affiliation":[{"name":"Hospital Pharmacy, University Center for Pharmacotherapy and Pharmacoeconomics, Jena University Hospital, Jena, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dorothea","family":"Strobach","sequence":"additional","affiliation":[{"name":"Hospital Pharmacy, University Hospital LMU Munich, Munich, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andreas H.","family":"Fischer","sequence":"additional","affiliation":[{"name":"Pharmacy Department; University Hospital Carl Gustav Carus at the Technische Universit\u00e4t Dresden, Dresden"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anna M.","family":"Wermund","sequence":"additional","affiliation":[{"name":"Department of Clinical Pharmacy, Institute of Pharmacy, University of Bonn, Bonn, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4639-5189","authenticated-orcid":false,"given":"Daniel","family":"Neumann","sequence":"additional","affiliation":[{"name":"Institute of Medical Informatics, Statistics and Epidemiology, Leipzig University, Germany"}],"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\/SHTI250295","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,16]],"date-time":"2025-05-16T08:53:14Z","timestamp":1747385594000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI250295"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5,15]]},"ISBN":["9781643685960"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti250295","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]]}}}