https://m2.mtmt.hu/ eng 2026-04-17 08:10 JournalArticle 35053155 VALIDATED true Department of Oral Diagnostics, Faculty of Dentistry, Semmelweis University, Budapest, Hungary Department of Dentomaxillofacial Radiology, Faculty of Dentistry, Ankara University, Ankara, Turkey Medical Design Application, Research Center (MEDITAM), Ankara University, Ankara, Turkey Department of Biophysics and Radiation Biology, Semmelweis University, Budapest, Hungary Diagnocat Inc, San Francisco, CA, United States Cited By :2 Export Date: 6 January 2025 CODEN: JDENA Correspondence Address: Szabo, B.T.; Department of Oral Diagnostics, Hungary; email: szabo.bence.tamas@semmelweis.hu 0 false 2026-04-11T20:32:08.809+0000 2024-07-05T07:04:05.797+0000 2024-06-17T19:58:34.343+0000 true 10018804 Szalóky-Siki Ágnes /api/admin/10018804 Admin true 10018804 2025-03-24T20:56:11.370+0000 2024-07-05T07:04:06.009+0000 true 10080205 Szalóky-Siki Ágnes /api/admin/10080205 Admin true true false true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle true 10000059 Article true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle /api/subtype/10000059 Szakcikk SubType 101 true 10000059 true 1 /api/category/1 Category true 1 Szabó, Viktor Validation of artificial intelligence application for dental caries diagnosis on intraoral bitewing and periapical radiographs true true /api/journal/2417 REVIEWED true false 2417 false 2417 true 0300-5712 1879-176X Journal FOREIGN 147 105105 105105 8 2024 This study aimed to assess the reliability of AI-based system that assists the healthcare processes in the diagnosis of caries on intraoral radiographs.The proximal surfaces of the 323 selected teeth on the intraoral radiographs were evaluated by two independent observers using an AI-based (Diagnocat) system. The presence or absence of carious lesions was recorded during Phase 1. After 4 months, the AI-aided human observers evaluated the same radiographs (Phase 2), and the advanced convolutional neural network (CNN) reassessed the radiographic data (Phase 3). Subsequently, data reflecting human disagreements were excluded (Phase 4). For each phase, the Cohen and Fleiss kappa values, as well as the sensitivity, specificity, positive and negative predictive values, and diagnostic accuracy of Diagnocat, were calculated.During the four phases, the range of Cohen kappa values between the human observers and Diagnocat were κ=0.66-1, κ=0.58-0.7, and κ=0.49-0.7. The Fleiss kappa values were κ=0.57-0.8. The sensitivity, specificity and diagnostic accuracy values ranged between 0.51-0.76, 0.88-0.97 and 0.76-0.86, respectively.The Diagnocat CNN supports the evaluation of intraoral radiographs for caries diagnosis, as determined by consensus between human and AI system observers.Our study may aid in the understanding of deep learning-based systems developed for dental imaging modalities for dentists and contribute to expanding the body of results in the field of AI-supported dental radiology.. true true 2024 true true true false true false NONE 2026-04-11 false 36 0 36 36 3 36 34 26 26 31 31 31 31 36 0 0 36 36 36 36 0 1 1 Folyóiratcikk Journal Article 24 35 Könyvrészlet Chapter in Book 25 1 Könyv Book 23 0 Egyéb konferenciaközlemény Conference paper 31 0 Egyéb konferenciakötet Conference proceedings 32 0 Oltalmi formák Protection forms 26 0 Disszertáció Thesis 28 0 Egyéb Miscellaneous 29 0 Alkotás Achievement 22 0 Kutatási adat Research data 33 0 Folyóiratcikk Journal Article 24 0 0 0 Könyvrészlet Chapter in Book 25 0 0 0 Könyv Book 23 0 0 0 Egyéb konferenciaközlemény Conference paper 31 0 0 0 Egyéb konferenciakötet Conference proceedings 32 0 0 0 Oltalmi formák Protection forms 26 0 0 0 Disszertáció Thesis 28 0 0 0 Egyéb Miscellaneous 29 0 0 0 Alkotás Achievement 22 0 0 0 Kutatási adat Research data 33 0 0 0 2024 0 3 3 3 3 2025 0 23 23 23 23 2026 0 10 10 10 10 D1 false 10054818 false false false 2024-06-20T09:17:25.446+0000 Biofizikai és Sugárbiológiai Intézet (SE / AOK / I); Orális Diagnosztikai Tanszék (SE / FOK) 4 12 2 7 0 true Language 10002 /api/language/10002 Angol English true 2 true PersonAuthorship 117945351 /api/authorship/117945351 1 0.143 true false false Author 10089827 /api/author/10089827 Szabó Viktor true true Szabó Viktor true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 117945352 /api/authorship/117945352 2 0.143 true false true Author 10054818 /api/author/10054818 Szabó Bence Tamás true 10054818 true Szabo Bence Tamas true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 117945353 /api/authorship/117945353 3 0.143 false false false Author 10092814 /api/author/10092814 Orhan Kaan true true Orhan Kaan true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 117945354 /api/authorship/117945354 4 0.143 false false false Author 10031347 /api/author/10031347 Veres Dániel true 10031347 true Veres Dániel Sándor true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 117945355 /api/authorship/117945355 5 0.14285715 false false false Manulis David true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 117945356 /api/authorship/117945356 6 0.14285715 false false false Ezhov Matvey true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 117945357 /api/authorship/117945357 7 0.14285715 false true false Sanders Alex true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PublicationIdentifier 26682805 /api/publicationidentifier/26682805 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 /api/publicationsourcetype/10001 true true true DOI DOI https://doi.org/@@@ true true 6 true IDENTICAL 10.1016/j.jdent.2024.105105 https://doi.org/10.1016/j.jdent.2024.105105 false true PublicationIdentifier 26763405 /api/publicationidentifier/26763405 PlainSource 1 /api/publicationsource/1 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true WoS WoS https://www.webofscience.com/wos/woscc/full-record/@@@ true true 1 true IDENTICAL 001253378900001 https://www.webofscience.com/wos/woscc/full-record/001253378900001 true true PublicationIdentifier 26704206 /api/publicationidentifier/26704206 PlainSource 3 /api/publicationsource/3 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true Scopus Scopus http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-@@@ true true 3 true IDENTICAL 85195539538 http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85195539538 true true PublicationIdentifier 26682804 /api/publicationidentifier/26682804 PlainSource 17 /api/publicationsource/17 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true PubMed PubMed http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=@@@&dopt=Abstract true true 17 true IDENTICAL 38821394 http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=38821394&dopt=Abstract false true Keyword 3693 /api/keyword/3693 DUPLUM true 3693 true Keyword 10592 /api/keyword/10592 true 10592 true Keyword 12390 /api/keyword/12390 true 12390 true Keyword 1008963 /api/keyword/1008963 true 1008963 true Keyword 1427322 /api/keyword/1427322 true 1427322 true Keyword 2634016 /api/keyword/2634016 true true SjrRating 11454917 /api/sjrrating/11454917 5 0.1 journal RatingType 10002 /api/ratingtype/10002 sjr true true ClassificationExternal 3501 /api/classificationexternal/3501 true 3501 true D1 DIRECT true true /api/publication/35053155 <div class="JournalArticle Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <img title="Idézőközlemény" style="float: left" src="/frontend/resources/grid/publication-citation-icon.png"> <div class="autype autype0"> <span class="author-name" mtid="10089827"><a href="/gui2/?type=authors&mode=browse&sel=10089827" target="_blank">Szabó Viktor (<span class="authorship-author-name">Szabó Viktor</span> <span class="authorAux-mtmt"> Endodontia</span>) </a> </span> <span class="author-affil"><span title="Semmelweis University">SU</span>/<span title="Faculty of Dentistry">FD</span>/Department of Oral Diagnosics</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10054818"><a href="/gui2/?type=authors&mode=browse&sel=10054818" target="_blank">Szabo Bence Tamas<sup>*</sup> ✉ (<span class="authorship-author-name">Szabó Bence Tamás</span> <span class="authorAux-mtmt"> Fogászati radiológia</span>) </a> </span> <span class="author-affil"><span title="Semmelweis University">SU</span>/<span title="Faculty of Dentistry">FD</span>/Department of Oral Diagnosics</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10092814"><a href="/gui2/?type=authors&mode=browse&sel=10092814" target="_blank">Orhan Kaan (<span class="authorship-author-name">Orhan Kaan</span> <span class="authorAux-mtmt"> Fogorvostudomány</span>) </a> </span> <span class="author-affil"><span title="Semmelweis University">SU</span>/<span title="Faculty of Dentistry">FD</span>/Department of Oral Diagnosics</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10031347"><a href="/gui2/?type=authors&mode=browse&sel=10031347" target="_blank">Veres Dániel Sándor (<span class="authorship-author-name">Veres Dániel</span> <span class="authorAux-mtmt"> Biofizika</span>) </a> </span> <span class="author-affil"><span title="Semmelweis University">SU</span>/<span title="Faculty of Medicine">FM</span>/<span title="Instituties">I</span>/Departmnet of Biophysics and Radiation Biology</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Manulis David </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Ezhov Matvey </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Sanders Alex </span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;35053155" target="_blank">Validation of artificial intelligence application for dental caries diagnosis on intraoral bitewing and periapical radiographs</a></div> <div> <span class="journal-title">JOURNAL OF DENTISTRY</span> <span class="journal-issn">(<a target="_blank" href="https://portal.issn.org/resource/ISSN/0300-5712">0300-5712</a> <a target="_blank" href="https://portal.issn.org/resource/ISSN/1879-176X">1879-176X</a>)</span>: <span class="journal-volume">147</span> <span class="page"> Paper 105105. 8 p. </span> <span class="year">(2024)</span> </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Language: English | </span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="10.1016/j.jdent.2024.105105" target="_blank" href="https://doi.org/10.1016/j.jdent.2024.105105"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="001253378900001" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/001253378900001"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="85195539538" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85195539538"> Scopus </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="38821394" target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=38821394&dopt=Abstract"> PubMed </a> </span> </span> <OnlyViewableByAuthor><div class="ratings"> <div class="journal-subject">Journal subject: Scopus - Dentistry (miscellaneous)&nbsp;&nbsp;&nbsp;Rank:&nbsp;D1</div> </div></OnlyViewableByAuthor> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="" class="citingPub-count">Citing papers: 36</span> | Independent citation: 36 | Self citation: 0 | Unknown citation: 0 | Number of citations in WoS: 26 | Number of citations in Scopus:&nbsp;26 | WoS/Scopus assigned:&nbsp;31 | Number of citations with DOI:&nbsp;34 </div> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;35053155&sort=publishedYear,desc&sort=title"> Number of cited publications: 1 </a> </div> <div class="mtid"><span class="long-pub-mtid">Publication: 35053155</span> | <span class="status-data status-VALIDATED"> Validated </span> Core Citing | <span class="type-subtype">Journal Article ( Article ) </span> | <span class="pub-category">Scientific</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Last Modified: 2024.07.05. 09:04 Ágnes Szalóky-Siki (SE_KK_Admin5_SZSA, admin) </div> <pre class="comment" style="margin-top: 0; margin-bottom: 0;"><u>Comments</u>: Department of Oral Diagnostics, Faculty of Dentistry, Semmelweis University, Budapest, Hungary Department of Dentomaxillofacial Radiology, Faculty of Dentistry, Ankara University, Ankara, Turkey Medical Design Application, Research Center (MEDITAM), Ankara University, Ankara, Turkey Department of Biophysics and Radiation Bi...</pre> </div></div>