{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,29]],"date-time":"2025-12-29T13:46:36Z","timestamp":1767015996737,"version":"3.40.5"},"publisher-location":"Cham","reference-count":32,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031743528"},{"type":"electronic","value":"9783031743535"}],"license":[{"start":{"date-parts":[[2024,9,27]],"date-time":"2024-09-27T00:00:00Z","timestamp":1727395200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,9,27]],"date-time":"2024-09-27T00:00:00Z","timestamp":1727395200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-74353-5_7","type":"book-chapter","created":{"date-parts":[[2024,11,25]],"date-time":"2024-11-25T11:15:40Z","timestamp":1732533340000},"page":"94-107","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Toward Scalable Content Generation for\u00a0Gamified mHealth Interventions: The Evaluation of\u00a0LLM-Generated Goals on\u00a0User Engagement"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-2505-8057","authenticated-orcid":false,"given":"Lorenzo J.","family":"James","sequence":"first","affiliation":[]},{"given":"Laura","family":"Genga","sequence":"additional","affiliation":[]},{"given":"Barbara","family":"Montagne","sequence":"additional","affiliation":[]},{"given":"Muriel A.","family":"Hagenaars","sequence":"additional","affiliation":[]},{"given":"Pieter M. E.","family":"Van Gorp","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,9,27]]},"reference":[{"issue":"1","key":"7_CR1","doi-asserted-by":"publisher","first-page":"e48291","DOI":"10.2196\/48291","volume":"9","author":"A Abd-Alrazaq","year":"2023","unstructured":"Abd-Alrazaq, A., et al.: Large language models in medical education: opportunities, challenges, and future directions. JMIR Med. Educ. 9(1), e48291 (2023)","journal-title":"JMIR Med. Educ."},{"issue":"4","key":"7_CR2","doi-asserted-by":"publisher","first-page":"179","DOI":"10.36348\/sjmps.2021.v07i04.003","volume":"7","author":"WK Balwan","year":"2021","unstructured":"Balwan, W.K., Kour, S., et al.: Lifestyle diseases: the link between modern lifestyle and threat to public health. Saudi J. Med. Pharm. Sci. 7(4), 179\u201384 (2021)","journal-title":"Saudi J. Med. Pharm. Sci."},{"key":"7_CR3","doi-asserted-by":"publisher","first-page":"574111","DOI":"10.3389\/fpubh.2020.574111","volume":"8","author":"A Budreviciute","year":"2020","unstructured":"Budreviciute, A., Damiati, S., Sabir, D.K., Kodzius, R.: Management and prevention strategies for non-communicable diseases (NCDs) and their risk factors. Front. Public Health 8, 574111 (2020)","journal-title":"Front. Public Health"},{"key":"7_CR4","doi-asserted-by":"crossref","unstructured":"Deterding, S., Sicart, M., Nacke, L., O\u2019Hara, K., Dixon, D.: Gamification using game-design elements in non-gaming contexts. In: CHI 2011 Extended Abstracts on Human Factors in Computing Systems, pp. 2425\u20132428 (2011)","DOI":"10.1145\/1979742.1979575"},{"issue":"2","key":"7_CR5","doi-asserted-by":"publisher","first-page":"e23477","DOI":"10.2196\/23477","volume":"9","author":"C Eberle","year":"2021","unstructured":"Eberle, C., L\u00f6hnert, M., Stichling, S., et al.: Effectiveness of disease-specific mHealth apps in patients with diabetes mellitus: scoping review. JMIR mHealth uHealth 9(2), e23477 (2021)","journal-title":"JMIR mHealth uHealth"},{"issue":"2","key":"7_CR6","doi-asserted-by":"publisher","first-page":"e5678","DOI":"10.2196\/games.5678","volume":"4","author":"AA El-Hilly","year":"2016","unstructured":"El-Hilly, A.A., et al.: Game on? Smoking cessation through the gamification of mHealth: a longitudinal qualitative study. JMIR Serious Games 4(2), e5678 (2016)","journal-title":"JMIR Serious Games"},{"key":"7_CR7","doi-asserted-by":"crossref","unstructured":"Fogg, B.J.: A behavior model for persuasive design. In: Proceedings of the 4th International Conference on Persuasive Technology, pp.\u00a01\u20137 (2009)","DOI":"10.1145\/1541948.1541974"},{"issue":"6","key":"7_CR8","first-page":"309","volume":"75","author":"M Hueso","year":"2023","unstructured":"Hueso, M., \u00c1lvarez, R., Mar\u00ed, D., Ribas-Ripoll, V., Lekadir, K., Vellido, A.: Is generative artificial intelligence the next step toward a personalized hemodialysis? Rev. Invest. Clin. 75(6), 309\u2013317 (2023)","journal-title":"Rev. Invest. Clin."},{"issue":"5","key":"7_CR9","doi-asserted-by":"publisher","first-page":"e35371","DOI":"10.2196\/35371","volume":"24","author":"R Jakob","year":"2022","unstructured":"Jakob, R., et al.: Factors influencing adherence to mHealth apps for prevention or management of noncommunicable diseases: systematic review. J. Med. Internet Res. 24(5), e35371 (2022)","journal-title":"J. Med. Internet Res."},{"key":"7_CR10","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1016\/j.jpsychires.2021.11.033","volume":"145","author":"L Jameel","year":"2022","unstructured":"Jameel, L., Valmaggia, L., Barnes, G., Cella, M.: mHealth technology to assess, monitor and treat daily functioning difficulties in people with severe mental illness: a systematic review. J. Psychiatr. Res. 145, 35\u201349 (2022)","journal-title":"J. Psychiatr. Res."},{"key":"7_CR11","doi-asserted-by":"publisher","unstructured":"James, L.: List of pre-determined goals, July 2024. https:\/\/doi.org\/10.6084\/m9.figshare.26186609.v1","DOI":"10.6084\/m9.figshare.26186609.v1"},{"key":"7_CR12","doi-asserted-by":"crossref","unstructured":"James, L., Genga, L., Montagne, B., Hagenaars, M., Van\u00a0Gorp, P.: Caregiver\u2019s evaluation of LLM-generated treatment goals for patients with severe mental illnesses. In: International Conference on Pervasive Technologies Related to Assistive Environments. Association for Computing Machinery, Inc. (2024)","DOI":"10.1145\/3652037.3663955"},{"key":"7_CR13","doi-asserted-by":"crossref","unstructured":"James, L., Maessen, M., Genga, L., Hagenaars, M., Montagne, B., Van\u00a0Gorp, P.: Towards augmenting mental health personnel with LLM technology to provide more personalized and measurable treatment goals for SMI patients. In: Pervasive Health Conference (2023)","DOI":"10.1007\/978-3-031-59717-6_13"},{"issue":"3","key":"7_CR14","doi-asserted-by":"publisher","first-page":"316","DOI":"10.17705\/1thci.00152","volume":"13","author":"A Kankanhalli","year":"2021","unstructured":"Kankanhalli, A., Xia, Q., Ai, P., Zhao, X.: Understanding personalization for health behavior change applications: a review and future directions. AIS Trans. Hum. Comput. Interact. 13(3), 316\u2013349 (2021)","journal-title":"AIS Trans. Hum. Comput. Interact."},{"issue":"4","key":"7_CR15","first-page":"203","volume":"27","author":"LS Lo","year":"2023","unstructured":"Lo, L.S.: The art and science of prompt engineering: a new literacy in the information age. Internet Ref. Serv. Q. 27(4), 203\u2013210 (2023)","journal-title":"Internet Ref. Serv. Q."},{"issue":"9","key":"7_CR16","doi-asserted-by":"publisher","first-page":"705","DOI":"10.1037\/0003-066X.57.9.705","volume":"57","author":"EA Locke","year":"2002","unstructured":"Locke, E.A., Latham, G.P.: Building a practically useful theory of goal setting and task motivation: a 35-year Odyssey. Am. Psychol. 57(9), 705 (2002)","journal-title":"Am. Psychol."},{"key":"7_CR17","doi-asserted-by":"crossref","unstructured":"Memmert, L., Cvetkovic, I., Bittner, E.: The more is not the merrier: effects of prompt engineering on the quality of ideas generated by GPT-3 (2024)","DOI":"10.24251\/HICSS.2023.903"},{"issue":"1","key":"7_CR18","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1007\/s12160-013-9486-6","volume":"46","author":"S Michie","year":"2013","unstructured":"Michie, S., et al.: The behavior change technique taxonomy (v1) of 93 hierarchically clustered techniques: building an international consensus for the reporting of behavior change interventions. Ann. Behav. Med. 46(1), 81\u201395 (2013)","journal-title":"Ann. Behav. Med."},{"issue":"3","key":"7_CR19","doi-asserted-by":"publisher","first-page":"e28801","DOI":"10.2196\/28801","volume":"10","author":"R Nuijten","year":"2022","unstructured":"Nuijten, R., et al.: Evaluating the impact of adaptive personalized goal setting on engagement levels of government staff with a gamified mHealth tool: results from a 2-month randomized controlled trial. JMIR mHealth uHealth 10(3), e28801 (2022)","journal-title":"JMIR mHealth uHealth"},{"issue":"7","key":"7_CR20","doi-asserted-by":"publisher","first-page":"324","DOI":"10.12968\/bjhc.2017.23.7.324","volume":"23","author":"O Ogbeiwi","year":"2017","unstructured":"Ogbeiwi, O.: Why written objectives need to be really smart. Br. J. Healthc. Manag. 23(7), 324\u2013336 (2017)","journal-title":"Br. J. Healthc. Manag."},{"key":"7_CR21","doi-asserted-by":"crossref","unstructured":"Orji, R., Nacke, L.E., Di\u00a0Marco, C.: Towards personality-driven persuasive health games and gamified systems. In: Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems, pp. 1015\u20131027 (2017)","DOI":"10.1145\/3025453.3025577"},{"key":"7_CR22","unstructured":"Reynolds, J.L.: Intrinsic Motivation Inventory (IMI) Scale (DUTCH). Handbook of Research on Electronic Surveys and Measurements, pp.\u00a01\u20136 (2006)"},{"issue":"1","key":"7_CR23","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1037\/0003-066X.55.1.68","volume":"55","author":"RM Ryan","year":"2000","unstructured":"Ryan, R.M., Deci, E.L.: Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. Am. Psychol. 55(1), 68 (2000)","journal-title":"Am. Psychol."},{"issue":"1","key":"7_CR24","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1111\/j.1464-0597.2007.00325.x","volume":"57","author":"R Schwarzer","year":"2008","unstructured":"Schwarzer, R.: Modeling health behavior change: how to predict and modify the adoption and maintenance of health behaviors. Appl. Psychol. 57(1), 1\u201329 (2008). https:\/\/doi.org\/10.1111\/j.1464-0597.2007.00325.x","journal-title":"Appl. Psychol."},{"issue":"11","key":"7_CR25","doi-asserted-by":"publisher","first-page":"e292","DOI":"10.2196\/jmir.9397","volume":"20","author":"CE Short","year":"2018","unstructured":"Short, C.E., et al.: Measuring engagement in eHealth and mHealth behavior change interventions: viewpoint of methodologies. J. Med. Internet Res. 20(11), e292 (2018)","journal-title":"J. Med. Internet Res."},{"issue":"3","key":"7_CR26","doi-asserted-by":"publisher","first-page":"298","DOI":"10.1111\/j.1468-2958.2010.01377.x","volume":"36","author":"SS Sundar","year":"2010","unstructured":"Sundar, S.S., Marathe, S.S.: Personalization versus customization: the importance of agency, privacy, and power usage. Hum. Commun. Res. 36(3), 298\u2013322 (2010)","journal-title":"Hum. Commun. Res."},{"issue":"3","key":"7_CR27","first-page":"00326","volume":"9","author":"S Tabish","year":"2017","unstructured":"Tabish, S., et al.: Lifestyle diseases: consequences, characteristics, causes and control. J. Cardiol. Curr. Res. 9(3), 00326 (2017)","journal-title":"J. Cardiol. Curr. Res."},{"key":"7_CR28","doi-asserted-by":"crossref","unstructured":"Van\u00a0Gorp, P., Nuijten, R.: 8-year evaluation of GameBus: status quo in aiming for an open access platform to prototype and test digital health apps. Proc. ACM Hum. Comput. Interact. 7(EICS), 1\u201324 (2023)","DOI":"10.1145\/3593223"},{"key":"7_CR29","unstructured":"White, J., et al.: A prompt pattern catalog to enhance prompt engineering with ChatGPT. arXiv preprint arXiv:2302.11382 (2023)"},{"key":"7_CR30","doi-asserted-by":"publisher","first-page":"e51426","DOI":"10.2196\/51426","volume":"10","author":"A Willms","year":"2024","unstructured":"Willms, A., Liu, S.: Exploring the feasibility of using ChatGPT to create just-in-time adaptive physical activity mHealth intervention content: case study. JMIR Med. Educ. 10, e51426 (2024)","journal-title":"JMIR Med. Educ."},{"key":"7_CR31","unstructured":"World Health Organization: Noncommunicable diseases (NCDs) - fact sheet (2023). https:\/\/www.who.int\/news-room\/fact-sheets\/detail\/noncommunicable-diseases. Accessed 22 Apr 2024"},{"issue":"2","key":"7_CR32","doi-asserted-by":"publisher","first-page":"e27794","DOI":"10.2196\/27794","volume":"10","author":"L Xu","year":"2022","unstructured":"Xu, L., et al.: The effects of mHealth-based gamification interventions on participation in physical activity: systematic review. JMIR mHealth uHealth 10(2), e27794 (2022)","journal-title":"JMIR mHealth uHealth"}],"container-title":["Lecture Notes in Computer Science","Entertainment Computing \u2013 ICEC 2024"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-74353-5_7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,25]],"date-time":"2024-11-25T12:02:56Z","timestamp":1732536176000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-74353-5_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,9,27]]},"ISBN":["9783031743528","9783031743535"],"references-count":32,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-74353-5_7","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2024,9,27]]},"assertion":[{"value":"27 September 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare relevant to this article\u2019s content.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"ICEC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Entertainment Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Manaus","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Brazil","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"1 October 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 October 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iwec2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/icec2024.uea.edu.br\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}