{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,16]],"date-time":"2026-10-16T13:52:01Z","timestamp":1792158721881,"version":"4.4.0"},"reference-count":40,"publisher":"Elsevier BV","issue":"4","license":[{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100014720","name":"Beirut Arab University","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100014720","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["clinicalkey.fr","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Journal of Stomatology Oral and Maxillofacial Surgery"],"published-print":{"date-parts":[[2025,9]]},"DOI":"10.1016\/j.jormas.2024.102124","type":"journal-article","created":{"date-parts":[[2024,11,1]],"date-time":"2024-11-01T04:31:22Z","timestamp":1730435482000},"page":"102124","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":11,"title":["Automatic detection of temporomandibular joint osteoarthritis radiographic features using deep learning artificial intelligence. A Diagnostic accuracy study"],"prefix":"10.1016","volume":"126","author":[{"given":"Louloua","family":"Mourad","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nayer","family":"Aboelsaad","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wael M.","family":"Talaat","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nada M.H.","family":"Fahmy","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hams H.","family":"Abdelrahman","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4432-9978","authenticated-orcid":false,"given":"Yehia","family":"El-Mahallawy","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.jormas.2024.102124_bib0001","doi-asserted-by":"crossref","first-page":"e486","DOI":"10.1016\/S2589-7500(20)30160-6","article-title":"Artificial intelligence in medical imaging: switching from radiographic pathological data to clinically meaningful endpoints","volume":"2","author":"Oren","year":"2020","journal-title":"Lancet Digit Health"},{"key":"10.1016\/j.jormas.2024.102124_bib0002","doi-asserted-by":"crossref","DOI":"10.1177\/1759720X231158198","article-title":"The application of machine learning in early diagnosis of osteoarthritis: a narrative review","volume":"15","author":"Xuan","year":"2023","journal-title":"Ther Adv Musculoskelet Dis"},{"key":"10.1016\/j.jormas.2024.102124_bib0003","first-page":"211","article-title":"Improving the accuracy of publicly available search engines in recognizing and classifying dental visual assets using convolutional neural networks","volume":"23","author":"Talaat","year":"2020","journal-title":"Int J Comput Dent"},{"key":"10.1016\/j.jormas.2024.102124_bib0004","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.compmedimag.2018.04.009","article-title":"A web-based system for neural network based classification in temporomandibular joint osteoarthritis","volume":"67","author":"de Dumast","year":"2018","journal-title":"Comput Med Imaging Graph"},{"key":"10.1016\/j.jormas.2024.102124_bib0005","doi-asserted-by":"crossref","first-page":"14009","DOI":"10.1038\/s41598-022-18436-w","article-title":"Deep learning-based fully automatic segmentation of the maxillary sinus on cone-beam computed tomographic images","volume":"12","author":"Choi","year":"2022","journal-title":"Sci Rep"},{"key":"10.1016\/j.jormas.2024.102124_bib0006","doi-asserted-by":"crossref","first-page":"11352","DOI":"10.1038\/s41598-022-15231-5","article-title":"Advantages of deep learning with convolutional neural network in detecting disc displacement of the temporomandibular joint in magnetic resonance imaging","volume":"12","author":"Lee","year":"2022","journal-title":"Sci Rep"},{"key":"10.1016\/j.jormas.2024.102124_bib0007","doi-asserted-by":"crossref","DOI":"10.1155\/2022\/6347307","article-title":"Deep Learning Approaches for Automatic Localization in Medical Images","volume":"2022","author":"Alaskar","year":"2022","journal-title":"Comput Intell Neurosci"},{"key":"10.1016\/j.jormas.2024.102124_bib0008","doi-asserted-by":"crossref","first-page":"581","DOI":"10.1111\/joor.12655","article-title":"Differential diagnosis of jaw pain using informatics technology","volume":"45","author":"Nam","year":"2018","journal-title":"J Oral Rehabil"},{"key":"10.1016\/j.jormas.2024.102124_bib0009","doi-asserted-by":"crossref","first-page":"1103","DOI":"10.1177\/0022034519865187","article-title":"Minimally Invasive Approach for Diagnosing TMJ Osteoarthritis","volume":"98","author":"Shoukri","year":"2019","journal-title":"J Dent Res"},{"key":"10.1016\/j.jormas.2024.102124_bib0010","doi-asserted-by":"crossref","first-page":"15972","DOI":"10.1038\/s41598-023-43277-6","article-title":"An artificial intelligence model for the radiographic diagnosis of osteoarthritis of the temporomandibular joint","volume":"13","author":"Talaat","year":"2023","journal-title":"Sci Rep"},{"key":"10.1016\/j.jormas.2024.102124_bib0011","doi-asserted-by":"crossref","first-page":"1363","DOI":"10.1177\/0022034520936950","article-title":"Automated Detection of TMJ Osteoarthritis Based on Artificial Intelligence","volume":"99","author":"Lee","year":"2020","journal-title":"J Dent Res"},{"key":"10.1016\/j.jormas.2024.102124_bib0012","doi-asserted-by":"crossref","first-page":"8012","DOI":"10.1038\/s41598-020-64942-0","article-title":"Osteoarthritis of the Temporomandibular Joint can be diagnosed earlier using biomarkers and machine learning","volume":"10","author":"Bianchi","year":"2020","journal-title":"Sci Rep"},{"key":"10.1016\/j.jormas.2024.102124_bib0013","doi-asserted-by":"crossref","first-page":"10246","DOI":"10.1038\/s41598-021-89742-y","article-title":"Artificial intelligence in detecting temporomandibular joint osteoarthritis on orthopantomogram","volume":"11","author":"Choi","year":"2021","journal-title":"Sci Rep"},{"key":"10.1016\/j.jormas.2024.102124_bib0014","doi-asserted-by":"crossref","first-page":"758","DOI":"10.1111\/joor.13481","article-title":"Classification of temporomandibular joint osteoarthritis on cone beam computed tomography images using artificial intelligence system","volume":"50","author":"E\u015fer","year":"2023","journal-title":"J Oral Rehabil"},{"key":"10.1016\/j.jormas.2024.102124_bib0015","doi-asserted-by":"crossref","first-page":"1050","DOI":"10.1111\/odi.14056","article-title":"Deep learning for osteoarthritis classification in temporomandibular joint","volume":"29","author":"Jung","year":"2023","journal-title":"Oral Dis"},{"key":"10.1016\/j.jormas.2024.102124_bib0016","doi-asserted-by":"crossref","first-page":"296","DOI":"10.1177\/154405910808700406","article-title":"Degenerative disorders of the temporomandibular joint: etiology, diagnosis, and treatment","volume":"87","author":"Tanaka","year":"2008","journal-title":"J Dent Res"},{"key":"10.1016\/j.jormas.2024.102124_bib0017","doi-asserted-by":"crossref","first-page":"2475","DOI":"10.1007\/s00784-018-2664-y","article-title":"Prevalence of degenerative joint disease of the temporomandibular joint: a systematic review","volume":"23","author":"Pantoja","year":"2019","journal-title":"Clin Oral Investig"},{"key":"10.1016\/j.jormas.2024.102124_bib0018","doi-asserted-by":"crossref","unstructured":"W.M. Talaat, O.I. Adel, S. Al Bayatti. Prevalence of temporomandibular disorders discovered incidentally during routine dental examination using the Research Diagnostic Criteria for Temporomandibular Disorders. Oral Surg Oral Med Oral Pathol Oral Radiol. 125 (2018) 250\u20139. https:\/\/doi.org\/10.1016\/j.oooo.2017.11.012.","DOI":"10.1016\/j.oooo.2017.11.012"},{"key":"10.1016\/j.jormas.2024.102124_bib0019","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1053\/j.sodo.2021.05.004","article-title":"Decision Support Systems in Temporomandibular Joint Osteoarthritis: a review of Data Science and Artificial Intelligence Applications","volume":"27","author":"Bianchi","year":"2021","journal-title":"Semin Orthod"},{"key":"10.1016\/j.jormas.2024.102124_bib0020","article-title":"Significance and definition of early knee osteoarthritis","volume":"5","author":"Kanamoto","year":"2019","journal-title":"Ann Jt"},{"key":"10.1016\/j.jormas.2024.102124_bib0021","doi-asserted-by":"crossref","first-page":"431","DOI":"10.1007\/s13770-022-00436-6","article-title":"The Concept of Early Osteoarthritis and Its Significance in Regenerative Medicine","volume":"19","author":"Im","year":"2022","journal-title":"Tissue Eng Regen Med"},{"key":"10.1016\/j.jormas.2024.102124_bib0022","doi-asserted-by":"crossref","first-page":"6","DOI":"10.11607\/jop.1151","article-title":"Diagnostic Criteria for Temporomandibular Disorders (DC\/TMD) for Clinical and Research Applications: recommendations of the International RDC\/TMD Consortium Network* and Orofacial Pain Special Interest Group\u2020","volume":"28","author":"Schiffman","year":"2014","journal-title":"J Oral Facial Pain Headache"},{"key":"10.1016\/j.jormas.2024.102124_bib0023","doi-asserted-by":"crossref","first-page":"836","DOI":"10.1111\/joor.13175","article-title":"Diagnostic criteria for temporomandibular disorders (DC\/TMD) for children and adolescents: an international Delphi study\u2014Part 1-Development of Axis I","volume":"48","author":"Rongo","year":"2021","journal-title":"J Oral Rehabil"},{"key":"10.1016\/j.jormas.2024.102124_bib0024","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1007\/s13191-013-0321-3","article-title":"Temporomandibular joint osteoarthritis: diagnosis and long-term conservative management: a topic review","volume":"14","author":"Kalladka","year":"2014","journal-title":"J Indian Prosthodont Soc"},{"key":"10.1016\/j.jormas.2024.102124_bib0025","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1179\/2151090315Y.0000000002","article-title":"CBCT analysis of bony changes associated with temporomandibular disorders","volume":"34","author":"Talaat","year":"2016","journal-title":"Cranio"},{"key":"10.1016\/j.jormas.2024.102124_bib0026","doi-asserted-by":"crossref","DOI":"10.1259\/dmfr.20140235","article-title":"Temporomandibular joint diagnostics using CBCT","volume":"44","author":"Larheim","year":"2015","journal-title":"Dentomaxillofac Radiol"},{"key":"10.1016\/j.jormas.2024.102124_bib0027","doi-asserted-by":"crossref","DOI":"10.1136\/bmjopen-2016-012799","article-title":"STARD 2015 guidelines for reporting diagnostic accuracy studies: explanation and elaboration","volume":"6","author":"Cohen","year":"2016","journal-title":"BMJ Open"},{"key":"10.1016\/j.jormas.2024.102124_bib0028","doi-asserted-by":"crossref","first-page":"272","DOI":"10.1148\/radiol.2018182294","article-title":"Diagnostic case-control versus diagnostic cohort studies for clinical validation of artificial intelligence algorithm performance","volume":"290","author":"Park","year":"2019","journal-title":"Radiology"},{"key":"10.1016\/j.jormas.2024.102124_bib0029","doi-asserted-by":"crossref","DOI":"10.1148\/ryai.2020200029","article-title":"Checklist for Artificial Intelligence in Medical Imaging (CLAIM): a Guide for Authors and Reviewers","volume":"2","author":"Mongan","year":"2020","journal-title":"Radiol Artif Intell"},{"key":"10.1016\/j.jormas.2024.102124_bib0030","first-page":"11","article-title":"Validity and reliability of the helkimo clinical dysfunction index for the diagnosis of temporomandibular disorders","author":"Alonso-Royo","year":"2021","journal-title":"Diagnostics (Basel)"},{"key":"10.1016\/j.jormas.2024.102124_bib0031","doi-asserted-by":"crossref","first-page":"472","DOI":"10.1259\/dmfr\/28078357","article-title":"Follow-up study of condylar bony changes using helical computed tomography in patients with temporomandibular disorder","volume":"36","author":"Koyama","year":"2007","journal-title":"Dentomaxillofac Radiol"},{"key":"10.1016\/j.jormas.2024.102124_bib0032","doi-asserted-by":"crossref","first-page":"464","DOI":"10.3390\/s22020464","article-title":"Comparing YOLOv3, YOLOv4 and YOLOv5 for Autonomous Landing Spot Detection in Faulty UAVs","volume":"22","author":"Nepal","year":"2022","journal-title":"Sensors"},{"key":"10.1016\/j.jormas.2024.102124_bib0033","doi-asserted-by":"crossref","first-page":"9243","DOI":"10.1007\/s11042-022-13644-y","article-title":"Object detection using YOLO: challenges, architectural successors, datasets and applications","volume":"82","author":"Diwan","year":"2023","journal-title":"Multimed Tools Appl"},{"key":"10.1016\/j.jormas.2024.102124_bib0034","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1016\/j.jobcr.2013.10.003","article-title":"TMJ osteoarthritis and early diagnosis","volume":"3","author":"Das","year":"2013","journal-title":"J Oral Biol Craniofac Res"},{"key":"10.1016\/j.jormas.2024.102124_bib0035","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1259\/dmfr\/15831361","article-title":"Osseous abnormalities of the mandibular condyle: diagnostic reliability of cone beam computed tomography compared with helical computed tomography based on an autopsy material","volume":"35","author":"Honda","year":"2006","journal-title":"Dentomaxillofac Radiol"},{"key":"10.1016\/j.jormas.2024.102124_bib0036","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1007\/s00784-020-03347-9","article-title":"The importance of multisection sagittal and coronal magnetic resonance imaging evaluation in the assessment of temporomandibular joint disc position","volume":"25","author":"Litko-Rola","year":"2021","journal-title":"Clin Oral Investig"},{"key":"10.1016\/j.jormas.2024.102124_bib0037","doi-asserted-by":"crossref","first-page":"1194","DOI":"10.1111\/joor.13547","article-title":"Imaging signs of temporomandibular joint osteoarthritis in an urban population of 65-year-olds: a cone beam computed tomography study","volume":"50","author":"Ottersen","year":"2023","journal-title":"J Oral Rehabil"},{"key":"10.1016\/j.jormas.2024.102124_bib0038","doi-asserted-by":"crossref","first-page":"7969","DOI":"10.1007\/s00330-021-07881-2","article-title":"Systematic review of research design and reporting of imaging studies applying convolutional neural networks for radiological cancer diagnosis","volume":"31","author":"O'Shea","year":"2021","journal-title":"Eur Radiol"},{"key":"10.1016\/j.jormas.2024.102124_bib0039","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1186\/s40537-021-00434-w","article-title":"Comparative analysis of deep learning image detection algorithms","volume":"8","author":"Srivastava","year":"2021","journal-title":"J Big Data"},{"key":"10.1016\/j.jormas.2024.102124_bib0040","doi-asserted-by":"crossref","unstructured":"K. Zhang, J. Li, R.-.H. Ma, G. Li. An End-to-End Segmentation Network for the Temporomandibular Joints CBCT Image based on 3D U-Net2020. 664\u20138 p.","DOI":"10.1109\/CISP-BMEI51763.2020.9263566"}],"container-title":["Journal of Stomatology Oral and Maxillofacial Surgery"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2468785524004130?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2468785524004130?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,8,18]],"date-time":"2025-08-18T22:37:49Z","timestamp":1755556669000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2468785524004130"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9]]},"references-count":40,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2025,9]]}},"alternative-id":["S2468785524004130"],"URL":"https:\/\/doi.org\/10.1016\/j.jormas.2024.102124","relation":{},"ISSN":["2468-7855"],"issn-type":[{"value":"2468-7855","type":"print"}],"subject":[],"published":{"date-parts":[[2025,9]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Automatic detection of temporomandibular joint osteoarthritis radiographic features using deep learning artificial intelligence. A Diagnostic accuracy study","name":"articletitle","label":"Article Title"},{"value":"Journal of Stomatology Oral and Maxillofacial Surgery","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.jormas.2024.102124","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2024 Elsevier Masson SAS. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"102124"}}