{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,15]],"date-time":"2025-08-15T01:04:08Z","timestamp":1755219848385,"version":"3.43.0"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686080","type":"electronic"}],"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>We developed a novel method for leveraging large language models (LLM) to systematically filter and categorize large numbers of clinical quality indicators (CQI) for head and neck cancer. This was used to transform a tedious, human-resource intensive review process into a more efficient, knowledge-driven approach. Although we have successfully demonstrated the successful application of this approach to reduce manual effort overall, it is not possible to rely entirely on language models for such a task, and human oversight remains essential. We have delivered a generalizable approach that offers a promising pathway for more efficient and systematic clinical quality indicator management in other settings.<\/jats:p>","DOI":"10.3233\/shti251038","type":"book-chapter","created":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:38:58Z","timestamp":1754566738000},"source":"Crossref","is-referenced-by-count":0,"title":["Semantic Convergence with LLMs for Head and Neck Cancer Quality Indicators"],"prefix":"10.3233","author":[{"given":"Georgina","family":"Kennedy","sequence":"first","affiliation":[{"name":"Maridulu Budyari Gumal (SPHERE) Cancer Clinical Academic Group"},{"name":"University of NSW, Sydney, NSW, Australia"},{"name":"Ingham Institute for Applied Medical Research"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marnie","family":"Harris","sequence":"additional","affiliation":[{"name":"University of NSW, Sydney, NSW, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Arya","family":"Shinde","sequence":"additional","affiliation":[{"name":"University of NSW, Sydney, NSW, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"April","family":"Matt","sequence":"additional","affiliation":[{"name":"University of NSW, Sydney, NSW, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nico","family":"Loesch","sequence":"additional","affiliation":[{"name":"University of NSW, Sydney, NSW, Australia"},{"name":"Australian Artificial Intelligence Unit, University of Technology, NSW, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Timothy","family":"Churches","sequence":"additional","affiliation":[{"name":"University of NSW, Sydney, NSW, Australia"},{"name":"Ingham Institute for Applied Medical Research"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Victoria","family":"Blake","sequence":"additional","affiliation":[{"name":"University of NSW, Sydney, NSW, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Meredith","family":"Johnston","sequence":"additional","affiliation":[{"name":"Liverpool Cancer Therapy Centre, South Western Sydney Local Health District"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Geoffrey","family":"Delaney","sequence":"additional","affiliation":[{"name":"Maridulu Budyari Gumal (SPHERE) Cancer Clinical Academic Group"},{"name":"University of NSW, Sydney, NSW, Australia"},{"name":"Liverpool Cancer Therapy Centre, South Western Sydney Local Health District"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Merran","family":"Findlay","sequence":"additional","affiliation":[{"name":"Maridulu Budyari Gumal (SPHERE) Cancer Clinical Academic Group"},{"name":"University of NSW, Sydney, NSW, Australia"},{"name":"Cancer Services, Royal Prince Alfred Hospital, Sydney Local Health District"},{"name":"Chris O\u2019Brien Lifehouse, Sydney, NSW, Australia"},{"name":"The Daffodil Centre, The University of Sydney, NSW, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"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\/SHTI251038","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:38:59Z","timestamp":1754566739000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI251038"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,7]]},"ISBN":["9781643686080"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti251038","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,7]]}}}