{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,29]],"date-time":"2025-09-29T22:28:57Z","timestamp":1759184937250,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":17,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,10,21]],"date-time":"2024-10-21T00:00:00Z","timestamp":1729468800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,10,21]]},"DOI":"10.1145\/3627673.3679227","type":"proceedings-article","created":{"date-parts":[[2024,10,20]],"date-time":"2024-10-20T19:34:21Z","timestamp":1729452861000},"page":"5244-5248","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["EHR-Based Mobile and Web Platform for Chronic Disease Risk Prediction Using Large Language Multimodal Models"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-1116-8303","authenticated-orcid":false,"given":"Chun-Chieh","family":"Liao","sequence":"first","affiliation":[{"name":"Department of Computer Science, Stevens Institute of Technology, Hoboken, New Jersey, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-9331-1082","authenticated-orcid":false,"given":"Wei-Ting","family":"Kuo","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Stevens Institute of Technology, Hoboken, New Jersey, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-2589-0105","authenticated-orcid":false,"given":"I-Hsuan","family":"Hu","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Stevens Institute of Technology, Hoboken, New Jersey, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-2761-9964","authenticated-orcid":false,"given":"Yen-Chen","family":"Shih","sequence":"additional","affiliation":[{"name":"Department of Information Systems, Northeastern University, Seatle, Washington, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1233-138X","authenticated-orcid":false,"given":"Jun-En","family":"Ding","sequence":"additional","affiliation":[{"name":"School of Systems and Enterprises, Stevens Institute of Technology, Hoboken, New Jersey, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5225-8199","authenticated-orcid":false,"given":"Feng","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Systems and Enterprises, Stevens Institute of Technology, Hoboken, New Jersey, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3501-5459","authenticated-orcid":false,"given":"Fang-Ming","family":"Hung","sequence":"additional","affiliation":[{"name":"Department of Surgical Intensive Care Unit, Far Eastern Memorial Hospital, New Taipei City, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2024,10,21]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-023-34303-8"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmet.2023.02.003"},{"key":"e_1_3_2_1_3_1","unstructured":"HyungWon Chung Le Hou Shayne Longpre Barret Zoph Yi Tay William Fedus Yunxuan Li Xuezhi Wang Mostafa Dehghani Siddhartha Brahma et al. 2022. Scaling instruction-finetuned language models. arXiv preprint arXiv:2210.11416 (2022)."},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMoa2206916"},{"key":"e_1_3_2_1_5_1","volume-title":"Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805","author":"Devlin Jacob","year":"2018","unstructured":"Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018. Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018)."},{"key":"e_1_3_2_1_6_1","volume-title":"Wen-Chih Peng, Jian-Zhe Wang, Chun-Cheng Chug, Min-Chen Hsieh, Yun-Chien Tseng, Ling Chen, Dongsheng Luo, Chi-Te Wang, et al.","author":"Ding Jun-En","year":"2024","unstructured":"Jun-En Ding, Phan Nguyen Minh Thao, Wen-Chih Peng, Jian-Zhe Wang, Chun-Cheng Chug, Min-Chen Hsieh, Yun-Chien Tseng, Ling Chen, Dongsheng Luo, Chi-Te Wang, et al. 2024. Large Language Multimodal Models for 5-Year Chronic Disease Cohort Prediction Using EHR Data. arXiv preprint arXiv:2403.04785 (2024)."},{"key":"e_1_3_2_1_7_1","volume-title":"From smartphone to EHR: a case report on integrating patient-generated health data. NPJ digital medicine 1, 1","author":"Genes Nicholas","year":"2018","unstructured":"Nicholas Genes, Samantha Violante, Christine Cetrangol, Linda Rogers, Eric E Schadt, and Yu-Feng Yvonne Chan. 2018. From smartphone to EHR: a case report on integrating patient-generated health data. NPJ digital medicine 1, 1 (2018), 23."},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3458754"},{"key":"e_1_3_2_1_9_1","volume-title":"Nima Pour Nejatian, Mustafa Nasir-Moin, Duo Wang, Anas Abidin, Kevin Eaton, Howard Antony Riina, Ilya Laufer, Paawan Punjabi, et al.","author":"Jiang Lavender Yao","year":"2023","unstructured":"Lavender Yao Jiang, Xujin Chris Liu, Nima Pour Nejatian, Mustafa Nasir-Moin, Duo Wang, Anas Abidin, Kevin Eaton, Howard Antony Riina, Ilya Laufer, Paawan Punjabi, et al. 2023. Health system-scale language models are all-purpose prediction engines. Nature 619, 7969 (2023), 357--362."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2023.1204"},{"key":"e_1_3_2_1_11_1","volume-title":"A unified approach to interpreting model predictions. Advances in neural information processing systems 30","author":"Lundberg Scott M","year":"2017","unstructured":"Scott M Lundberg and Su-In Lee. 2017. A unified approach to interpreting model predictions. Advances in neural information processing systems 30 (2017)."},{"key":"e_1_3_2_1_12_1","unstructured":"Alec Radford Jeffrey Wu Rewon Child David Luan Dario Amodei Ilya Sutskever et al. 2019. Language models are unsupervised multitask learners. OpenAI blog 1 8 (2019) 9."},{"key":"e_1_3_2_1_13_1","volume-title":"Prediabetes and risk of mortality, diabetes-related complications and comorbidities: umbrella review of meta-analyses of prospective studies. Diabetologia","author":"Schlesinger Sabrina","year":"2022","unstructured":"Sabrina Schlesinger, Manuela Neuenschwander, Janett Barbaresko, Alexander Lang, Haifa Maalmi, Wolfgang Rathmann, Michael Roden, and Christian Herder. 2022. Prediabetes and risk of mortality, diabetes-related complications and comorbidities: umbrella review of meta-analyses of prospective studies. Diabetologia (2022), 1--11."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2019.13978"},{"volume-title":"The top 10 causes of death","author":"Word Health Organization (WHO). 2020.","key":"e_1_3_2_1_15_1","unstructured":"Word Health Organization (WHO). 2020. The top 10 causes of death. WHO. https:\/\/www.who.int\/news-room\/fact-sheets\/detail\/the-top-10-causes-of-death"},{"key":"e_1_3_2_1_16_1","volume-title":"Kaleb E Smith, Christopher Parisien, Colin Compas, Cheryl Martin, Anthony B Costa, Mona G Flores, et al.","author":"Yang Xi","year":"2022","unstructured":"Xi Yang, Aokun Chen, Nima PourNejatian, Hoo Chang Shin, Kaleb E Smith, Christopher Parisien, Colin Compas, Cheryl Martin, Anthony B Costa, Mona G Flores, et al. 2022. A large language model for electronic health records. NPJ digital medicine 5, 1 (2022), 194."},{"key":"e_1_3_2_1_17_1","volume-title":"A Survey of Large Language Models. ArXiv abs\/2303.18223","author":"Zhao Wayne Xin","year":"2023","unstructured":"Wayne Xin Zhao, Kun Zhou, Junyi Li, Tianyi Tang, Xiaolei Wang, Yupeng Hou, Yingqian Min, Beichen Zhang, Junjie Zhang, Zican Dong, Yifan Du, Chen Yang, Yushuo Chen, Z. Chen, Jinhao Jiang, Ruiyang Ren, Yifan Li, Xinyu Tang, Zikang Liu, Peiyu Liu, Jianyun Nie, and Ji rong Wen. 2023. A Survey of Large Language Models. ArXiv abs\/2303.18223 (2023), 124 pages. https:\/\/api.semanticscholar.org\/CorpusID:257900969"}],"event":{"name":"CIKM '24: The 33rd ACM International Conference on Information and Knowledge Management","sponsor":["SIGIR ACM Special Interest Group on Information Retrieval"],"location":"Boise ID USA","acronym":"CIKM '24"},"container-title":["Proceedings of the 33rd ACM International Conference on Information and Knowledge Management"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3627673.3679227","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3627673.3679227","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T00:03:28Z","timestamp":1750291408000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3627673.3679227"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,21]]},"references-count":17,"alternative-id":["10.1145\/3627673.3679227","10.1145\/3627673"],"URL":"https:\/\/doi.org\/10.1145\/3627673.3679227","relation":{},"subject":[],"published":{"date-parts":[[2024,10,21]]},"assertion":[{"value":"2024-10-21","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}