{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T16:20:13Z","timestamp":1778170813889,"version":"3.51.4"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643685335","type":"electronic"}],"license":[{"start":{"date-parts":[[2024,8,22]],"date-time":"2024-08-22T00:00:00Z","timestamp":1724284800000},"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":[[2024,8,22]]},"abstract":"<jats:p>Generative AI models, such as ChatGPT, have significantly impacted healthcare through the strategic use of prompts to enhance precision, relevance, and ethical standards. This perspective explores the application of prompt engineering to tailor outputs specifically for healthcare stakeholders: patients, providers, policymakers, and researchers. A nine-stage process for prompt engineering in healthcare is proposed, encompassing identifying applications, understanding stakeholder needs, designing tailored prompts, iterative testing and refinement, ethical considerations, collaborative feedback, documentation, training, and continuous updates. A literature review focused on \u201cGenerative AI\u201d or \u201cChatGPT,\u201d prompts, and healthcare informed this study, identifying key prompts through qualitative analysis and expert input. This systematic approach ensures that AI-generated prompts align with stakeholder requirements, offering valuable insights into symptoms, treatments, and prevention, thereby supporting informed decision-making among patients.<\/jats:p>","DOI":"10.3233\/shti240578","type":"book-chapter","created":{"date-parts":[[2024,8,23]],"date-time":"2024-08-23T09:55:29Z","timestamp":1724406929000},"source":"Crossref","is-referenced-by-count":7,"title":["A Road Map of Prompt Engineering for ChatGPT in Healthcare: A Perspective Study"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6585-091X","authenticated-orcid":false,"given":"Shahabeddin","family":"Abhari","sequence":"first","affiliation":[{"name":"School of Public Health Sciences, University of Waterloo, Waterloo, ON, Canada"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8616-5962","authenticated-orcid":false,"given":"Somayeh","family":"Fatahi","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of Saskatchewan, Saskatoon, SK, Canada"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1571-4922","authenticated-orcid":false,"given":"Ashish","family":"Saragadam","sequence":"additional","affiliation":[{"name":"School of Public Health Sciences, University of Waterloo, Waterloo, ON, Canada"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2623-3294","authenticated-orcid":false,"given":"Dmytro","family":"Chumachenko","sequence":"additional","affiliation":[{"name":"Department of Mathematical Modelling and Artificial Intelligence, National Aerospace University \u201cKharkiv Aviation Institute\u201d, Kharkiv, Ukraine"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9515-6478","authenticated-orcid":false,"given":"Plinio","family":"Pelegrini Morita","sequence":"additional","affiliation":[{"name":"School of Public Health Sciences, University of Waterloo, Waterloo, ON, Canada"},{"name":"Department of Systems Design Engineering, University of Waterloo, Waterloo, ON, Canada"},{"name":"Research Institute for Aging, University of Waterloo, Waterloo, ON, Canada"},{"name":"Centre for Digital Therapeutics, Techna Institute, University Health Network, Toronto, ON, Canada"},{"name":"Institute of Health Policy, Management, and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Digital Health and Informatics Innovations for Sustainable Health Care Systems"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI240578","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,23]],"date-time":"2024-08-23T09:55:30Z","timestamp":1724406930000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI240578"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,22]]},"ISBN":["9781643685335"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti240578","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,8,22]]}}}