{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T22:43:41Z","timestamp":1779403421623,"version":"3.53.1"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686615","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T00:00:00Z","timestamp":1779321600000},"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":[[2026,5,21]]},"abstract":"<jats:p>Cancer survivors increasingly consult chatbots between visits, but conditions for safe use remain unclear. The goal of this study was to characterize survivors\u2019 judgments of patient-facing LLM responses and derive deployment requirements. We conducted semi-structured interviews with 21 breast and prostate cancer survivors immediately after a structured rating task; transcripts were dual-coded and analyzed thematically. Three themes governed willingness to act: trust, accuracy, and provenance; personalization and empathy in the cancer context; and usability, actionability, and risk-based escalation. Survivors favored citation-first answers, lightweight personalization, plain-language steps, and one-tap clinician escalation. Patient-defined requirements aligned with European priorities, informing trustworthy, integrated survivorship deployments.<\/jats:p>","DOI":"10.3233\/shti260333","type":"book-chapter","created":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T22:02:00Z","timestamp":1779400920000},"source":"Crossref","is-referenced-by-count":0,"title":["How Good Are Patient-Facing LLMs at Survivorship Questions? A Comparative User Evaluation Across Four Chatbots"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8992-2946","authenticated-orcid":false,"given":"Saif","family":"Khairat","sequence":"first","affiliation":[{"name":"University of North Carolina at Chapel Hill, Chapel Hill, NC, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7343-1771","authenticated-orcid":false,"given":"Safoora","family":"Masoumi","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill, Chapel Hill, NC, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-5443-6777","authenticated-orcid":false,"given":"Hanna","family":"Mehraby","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill, Chapel Hill, NC, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-6029-1778","authenticated-orcid":false,"given":"John","family":"Geracitano","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill, Chapel Hill, NC, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Opening the Personal Gate between Technology and Health Care"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI260333","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T22:02:01Z","timestamp":1779400921000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI260333"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,21]]},"ISBN":["9781643686615"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti260333","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,21]]}}}