{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,5]],"date-time":"2026-03-05T14:21:39Z","timestamp":1772720499601,"version":"3.50.1"},"reference-count":0,"publisher":"Biomedical Informatics","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Bioinformation"],"published-print":{"date-parts":[[2026,2,28]]},"abstract":"<jats:p>Temporomandibular joint disorders (TMDs) are diagnostically challenging due to the complexity of MRI interpretation and high inter-observer variability among clinicians. Therefore, it is of interest to develop and evaluate artificial intelligence\u2013based tools for automated assessment of TMDs using magnetic resonance imaging. Hence, a total of 2,847 TMJ MRI examinations were used to train and test deep learning models for disc displacement classification, osteoarthritic change detection and joint effusion identification. The convolutional neural network achieved diagnostic accuracies of 94.2%, 91.8% and 93.5%, respectively, with area under the ROC curve values exceeding 0.92 and strong agreement with expert radiologists (\u03ba = 0.87\u20130.91). The AI system reduced interpretation time by 68%, demonstrating its potential to improve diagnostic accuracy, consistency and efficiency in clinical TMJ evaluation.<\/jats:p>","DOI":"10.6026\/973206300220695","type":"journal-article","created":{"date-parts":[[2026,3,5]],"date-time":"2026-03-05T13:04:52Z","timestamp":1772715892000},"page":"695-701","source":"Crossref","is-referenced-by-count":0,"title":["Development of AI-based tools for assessing temporomandibular joint disorders using MRI images"],"prefix":"10.6026","volume":"22","author":[{"given":"Aditya Narayan","family":"Shukla","sequence":"first","affiliation":[{"name":"Department of Oral & Maxillofacial Surgery, Babu Banarasi Das College of Dental Sciences, Uttar Pradesh, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vishwannath","family":"Hiremath","sequence":"additional","affiliation":[{"name":"Department of Oral and Maxillofacial Surgery, (A Unit of Hiremath Hospitals Pvt Ltd) Vijayanagar, Banglore, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vineet","family":"Vaibhav","sequence":"additional","affiliation":[{"name":"Department of Oral & Maxillofacial Surgery, Babu Banarasi Das College of Dental Sciences, Uttar Pradesh, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shiwangi","family":"Kumari","sequence":"additional","affiliation":[{"name":"Department of Oral & Maxillofacial Surgery, Babu Banarasi Das College of Dental Sciences, Uttar Pradesh, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bassam","family":"Alkhalifah","sequence":"additional","affiliation":[{"name":"Department of Radiology, College of Medicine, Qassim University,Buraydah, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pranay","family":"Yajurvedi","sequence":"additional","affiliation":[{"name":"Department of Oral and Maxillofacial Surgery, Pacific Dental College and Hospital, Udaipur, Rajasthan, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"4070","published-online":{"date-parts":[[2026,2,28]]},"container-title":["Bioinformation"],"original-title":[],"deposited":{"date-parts":[[2026,3,5]],"date-time":"2026-03-05T13:04:53Z","timestamp":1772715893000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.bioinformation.net\/022\/973206300220695.htm"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,28]]},"references-count":0,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2026,2,28]]},"published-print":{"date-parts":[[2026,2,28]]}},"URL":"https:\/\/doi.org\/10.6026\/973206300220695","relation":{},"ISSN":["0973-8894","0973-2063"],"issn-type":[{"value":"0973-8894","type":"print"},{"value":"0973-2063","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2,28]]}}}