{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,21]],"date-time":"2026-01-21T12:38:32Z","timestamp":1768999112437,"version":"3.49.0"},"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>To enhance data entry efficiency and accessibility for elderly users, we have developed a dual-system model based on YOLOv7 that automatically identifies the values of medical equipment. This model has been applied in long-term care environments and validated through 30 internal photographs as the test set. In real-world implementation, the system demonstrated 92.5% improvement in efficiency. We aim to reduce the burden on elderly users while ensuring accurate health data collection and plan to expand this application to various mobile health devices in the future.<\/jats:p>","DOI":"10.3233\/shti251251","type":"book-chapter","created":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:46:05Z","timestamp":1754567165000},"source":"Crossref","is-referenced-by-count":1,"title":["Dual-Model YOLOv7-Based Image Recognition System to Simplify Data Entry for the Elderly in Mobile Health"],"prefix":"10.3233","author":[{"given":"Yu-Cheng","family":"Liu","sequence":"first","affiliation":[{"name":"National Yang Ming Chiao Tung University, Institute of Biomedical Informatics"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei-Ting","family":"Lee","sequence":"additional","affiliation":[{"name":"National Yang Ming Chiao Tung University, Institute of Biomedical Informatics"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chia-Chi","family":"Yin","sequence":"additional","affiliation":[{"name":"National Yang Ming Chiao Tung University, Institute of Biomedical Informatics"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yi-Ru","family":"Chiu","sequence":"additional","affiliation":[{"name":"National Yang Ming Chiao Tung University, Institute of Biomedical Informatics"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Siang-Hao","family":"Lee","sequence":"additional","affiliation":[{"name":"9 Rise International Mobile Health Technology Co., LTD"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chiao-Ling","family":"Hsu","sequence":"additional","affiliation":[{"name":"National Yang Ming Chiao Tung University, Institute of Biomedical Informatics"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Polun","family":"Chang","sequence":"additional","affiliation":[{"name":"National Yang Ming Chiao Tung University, Institute of Biomedical Informatics"}],"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\/SHTI251251","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:46:05Z","timestamp":1754567165000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI251251"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,7]]},"ISBN":["9781643686080"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti251251","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]]}}}