{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,19]],"date-time":"2026-05-19T16:28:54Z","timestamp":1779208134042,"version":"3.51.4"},"reference-count":0,"publisher":"Biomedical Informatics","issue":"07","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Bioinformation"],"published-print":{"date-parts":[[2025,7,31]]},"abstract":"<jats:p>Orthodontic relapse remains a critical concern, often compromising long-term treatment success and patient satisfaction. Therefore, it is of interest to develop and validate an AI-driven predictive model using SMART microsensor-based retainer compliance data and patient-specific variables. Among 156 monitored patients over 24 months, the Random Forest algorithm achieved the highest accuracy (92.3%), sensitivity (89.7%) and specificity (94.2%). Key predictors included daily retainer wear duration, treatment complexity, age at completion and initial malocclusion severity. The model supports personalized retention strategies and early intervention to enhance post-treatment stability.<\/jats:p>","DOI":"10.6026\/973206300212022","type":"journal-article","created":{"date-parts":[[2025,8,11]],"date-time":"2025-08-11T06:41:26Z","timestamp":1754894486000},"page":"2022-2026","source":"Crossref","is-referenced-by-count":1,"title":["AI-driven predictive modelling of orthodontic relapse using retainer compliance and patient factors"],"prefix":"10.6026","volume":"21","author":[{"name":"Department of Orthodontics and Dentofacial Orthopaedics, Bharati Vidyapeeth Deemed to be University Dental college and Hospital, Sangli, Maharashtra, India","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Manish","family":"S. Agrawal","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Riddhi","family":"Chawla","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"name":"School of Dentistry, Central Asian University, Uzbekistan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shahid Ahmed","family":"Khan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"name":"Department of Orthodontics, Sharavathi Dental College and Hospital, Karnataka, India","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Divya Babuji","family":"Pandiyath","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"name":"Department of Orthodontics and Dentofacial Orthopedics, PSM College of dental science and Research, Kerala, India","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sovesh","family":"Das","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"name":"Public Health Dentistry, Kalinga Institute of Dental Science (KIDS), Kalinga Institute of Industrial Technology KIIT, Deemed to be University, Bhubaneswar, Odisha, India","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jasmine","family":"Marwaha","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"name":"Department of Conservative Dentistry and Endodontics, National Dental College and Hospital, Derabassi, Punjab, India","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"4070","published-online":{"date-parts":[[2025,7,31]]},"container-title":["Bioinformation"],"original-title":[],"deposited":{"date-parts":[[2025,8,11]],"date-time":"2025-08-11T06:41:27Z","timestamp":1754894487000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.bioinformation.net\/021\/973206300212022.htm"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,31]]},"references-count":0,"journal-issue":{"issue":"07","published-online":{"date-parts":[[2025,7,31]]},"published-print":{"date-parts":[[2025,7,31]]}},"URL":"https:\/\/doi.org\/10.6026\/973206300212022","relation":{},"ISSN":["0973-8894","0973-2063"],"issn-type":[{"value":"0973-8894","type":"print"},{"value":"0973-2063","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,7,31]]}}}