{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,15]],"date-time":"2025-08-15T01:03:31Z","timestamp":1755219811311,"version":"3.43.0"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"type":"electronic","value":"9781643686080"}],"license":[{"start":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T00:00:00Z","timestamp":1754524800000},"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":[[2025,8,7]]},"abstract":"<jats:p>Precision oncology hinges on the exchange of continuously evolving diagnostic and treatment knowledges, with individual patients providing valuable knowledge to supplement frequent scenarios where there are insufficient clinical trials evidence to inform care. We propose a novel architecture of a collaborative web-based community platform to support a learning health concept, organising physician-directed knowledge analysis to support rapid learning. This platform promotes knowledge sharing through systematic organisation and structuring of case studies. A database was structured to systematically curate case reports into the format of clinical scenarios, questions and solutions with the concepts extracted by natural language processing (NLP) and indexed to enable searchability. Clinicians can access this structured knowledge through a web-based question-answering interface to gain rapid insights from relevant cases and discussions. This enables continuous integration of the latest insights and case critiques, providing asynchronous knowledge sharing between clinicians. This platform facilitates rapid learning to address the challenge of evolving oncology knowledge and enhance decision-making, fostering collaboration within the oncology community.<\/jats:p>","DOI":"10.3233\/shti250842","type":"book-chapter","created":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:32:45Z","timestamp":1754566365000},"source":"Crossref","is-referenced-by-count":0,"title":["Development of a Digital Case-Based Knowledge Base to Support Rapid Learning in Precision Oncology"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7521-9504","authenticated-orcid":false,"given":"Jeffery","family":"Chan","sequence":"first","affiliation":[{"name":"Faculty of Medicine and Health, UNSW, Sydney, Australia"}]},{"given":"Minh","family":"Tran","sequence":"additional","affiliation":[{"name":"Faculty of Medicine and Health, UNSW, Sydney, Australia"}]},{"given":"Shuang","family":"Liang","sequence":"additional","affiliation":[{"name":"Faculty of Medicine and Health, UNSW, Sydney, Australia"}]},{"given":"Skye","family":"McKay","sequence":"additional","affiliation":[{"name":"Faculty of Medicine and Health, UNSW, Sydney, Australia"}]},{"given":"Elizabeth","family":"Kennedy","sequence":"additional","affiliation":[{"name":"Faculty of Medicine and Health, UNSW, Sydney, Australia"}]},{"given":"Helen","family":"Monaghan","sequence":"additional","affiliation":[{"name":"Faculty of Medicine and Health, UNSW, Sydney, Australia"},{"name":"The George Institute for Global Health, Sydney, Australia"}]},{"given":"Sandy","family":"Middleton","sequence":"additional","affiliation":[{"name":"School of Nursing, Australian Catholic University, Sydney, Australia"},{"name":"Nursing Research Institute, St Vincent\u2019s Hospital Sydney & Australian Catholic University, Australia"}]},{"given":"Benjamin","family":"Koh","sequence":"additional","affiliation":[{"name":"Department of Medical Oncology, Prince of Wales Hospital, Sydney, Australia"}]},{"given":"Natalie","family":"Taylor","sequence":"additional","affiliation":[{"name":"Faculty of Medicine and Health, UNSW, Sydney, Australia"}]},{"given":"Frank","family":"Lin","sequence":"additional","affiliation":[{"name":"Faculty of Medicine and Health, UNSW, Sydney, Australia"},{"name":"Department of Medical Oncology, Prince of Wales Hospital, Sydney, Australia"},{"name":"Garvan Institute of Medical Research, Sydney, Australia"},{"name":"NHMRC Clinical Trials Centre, University of Sydney, Sydney, Australia"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","MEDINFO 2025 \u2014 Healthcare Smart \u00d7 Medicine Deep"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI250842","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:32:46Z","timestamp":1754566366000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI250842"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,7]]},"ISBN":["9781643686080"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti250842","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"type":"print","value":"0926-9630"},{"type":"electronic","value":"1879-8365"}],"subject":[],"published":{"date-parts":[[2025,8,7]]}}}