https://m2.mtmt.hu/ hun 2026-09-23 06:34 JournalArticle 35599204 APPROVED true 0 false 2026-07-20T19:19:58.439+0000 2025-10-31T12:39:58.867+0000 2024-11-25T12:17:29.651+0000 true 10080205 Szalóky-Siki Ágnes /api/admin/10080205 Admin true 2025-10-31T12:39:58.873+0000 2025-10-31T12:39:58.873+0000 true false true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle true 1134514 Survey paper true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle /api/subtype/1134514 Összefoglaló cikk SubType 102 true 1134514 true 1 /api/category/1 Category true 1 Tarakci, Ozge Donmez Radiomics-Based Diagnosis in Dentomaxillofacial Radiology: A Systematic Review true true /api/journal/20135499 REVIEWED true false false 20135499 true 2948-2933 2948-2925 Journal FOREIGN 38 4 2428 2461 2428 34 2025 Radiomics is a quantitative tool for digital image analysis. This systematic review aims to investigate the scientific articles to evaluate the potential implications of Radiomics analysis in Dentomaxillofacial Radiology (DMFR). Studies regarding Radiomics applications in DMFR and human samples, in vivo study, a case reports/series if >= 5 samples were included, while case reports/series if < 5 samples, articles other than in English, abstracts without full text, and studies published before 2015 were excluded. Fifty-one articles were selected from 3789 literatures. The QUADAS-2 tool was used for risk of bias assessment. The accuracy of predicting dentomaxillofacial pathologies was considered as the primary outcome, and the modeling type of Radiomics was considered as the secondary outcome. A meta-analysis could not be performed due to the lack of information and standardization among the reported accuracies. The reported accuracies were found between 0.66 and 99.65%. Logistic regression (n = 6) was found to be the most common Radiomics modeling type, followed by Support Vector Machine and Decision Tree (n = 5). Second-order statistics (n = 38) was the most common type of Radiomics application, followed by first-order (n = 26), higher-order (n = 20), and shape-based (n = 15) statistics. Further work is needed to increase standardization in the Radiomics workflow. Quantitative image analysis is an alternative tool for conventional visual radiographic evaluation. Radiomics systems depend on elements such as imaging modality, feature type, data mining, or statistical method. Radiomics applications do not justify digital transformation on their own, but the potential of its integration into the digital workflow is considerable. true 2024 true true true false false NONE 2026-07-20 false 7 0 7 6 0 6 7 6 7 7 7 6 6 6 1 0 7 6 7 6 0 0 0 Folyóiratcikk Journal Article 24 6 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 2026 0 7 6 7 6 Q1 false false false false 2025-02-23T12:22:20.830+0000 Orális Diagnosztikai Tanszék (SE / FOK) 1 4 1 6 0 true Language 10002 /api/language/10002 Angol English true 2 true PersonAuthorship 121826814 /api/authorship/121826814 1 0.16666667 true false false Tarakci Ozge Donmez true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 121826815 /api/authorship/121826815 2 0.16666667 false false false Kis Hatice Cansu true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 121826816 /api/authorship/121826816 3 0.16666667 false false true Amasya Hakan true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 121826817 /api/authorship/121826817 4 0.16666667 false false false Ozturk Irem true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 121826818 /api/authorship/121826818 5 0.16666667 false false false Karahan Emre true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 121826819 /api/authorship/121826819 6 0.167 false true 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 PublicationIdentifier 28005328 /api/publicationidentifier/28005328 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 /api/publicationsourcetype/10001 true true true DOI DOI https://doi.org/@@@ true true 6 true 10.1007/s10278-024-01307-3 https://doi.org/10.1007/s10278-024-01307-3 false true PublicationIdentifier 28005329 /api/publicationidentifier/28005329 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 001353066600001 https://www.webofscience.com/wos/woscc/full-record/001353066600001 false true PublicationIdentifier 29516874 /api/publicationidentifier/29516874 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 105007980214 http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-105007980214 true true PublicationIdentifier 28005330 /api/publicationidentifier/28005330 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 39528882 http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=39528882&dopt=Abstract false true Classification 12262 /api/classification/12262 true true Keyword 566 /api/keyword/566 true 566 true Keyword 1718 /api/keyword/1718 true 1718 true Keyword 19533 /api/keyword/19533 true 19533 true Keyword 1017016 /api/keyword/1017016 true 1017016 true Keyword 1032096 /api/keyword/1032096 true 1032096 true Keyword 1201450 /api/keyword/1201450 true 1201450 true Keyword 1245085 /api/keyword/1245085 true 1245085 true Keyword 1455991 /api/keyword/1455991 true 1455991 true Keyword 1506766 /api/keyword/1506766 true true Keyword 2543597 /api/keyword/2543597 true true Keyword 2645013 /api/keyword/2645013 true true SjrRating 11568307 /api/sjrrating/11568307 218 0.24 journal RatingType 10002 /api/ratingtype/10002 sjr true true ClassificationExternal 1706 /api/classificationexternal/1706 true 1706 true Q1 DIRECT true true /api/publication/35599204 <div class="JournalArticle Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <div class="autype autype0"> <span class="author-name" >Tarakci Ozge Donmez </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Kis Hatice Cansu </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Amasya Hakan ✉ </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Ozturk Irem </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Karahan Emre </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 Egyetem">SE</span>/<span title="Fogorvostudományi Kar">FOK</span>/Orális Diagnosztikai Tanszék</span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;35599204" target="_blank">Radiomics-Based Diagnosis in Dentomaxillofacial Radiology: A Systematic Review</a></div> <div> <span class="journal-title">JOURNAL OF IMAGING INFORMATICS IN MEDICINE</span> <span class="journal-issn">(<a target="_blank" href="https://portal.issn.org/resource/ISSN/2948-2933">2948-2933</a> <a target="_blank" href="https://portal.issn.org/resource/ISSN/2948-2925">2948-2925</a>)</span>: <span class="journal-volume">38</span> <span class="journal-issue">4</span> <span class="page"> pp 2428-2461 </span> <span class="year">(2025)</span> </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Nyelv: Angol | </span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:black" title="10.1007/s10278-024-01307-3" target="_blank" href="https://doi.org/10.1007/s10278-024-01307-3"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="001353066600001" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/001353066600001"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="105007980214" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-105007980214"> Scopus </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="39528882" target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=39528882&dopt=Abstract"> PubMed </a> </span> </span> <OnlyViewableByAuthor><div class="ratings"> <div class="journal-subject">Folyóirat szakterülete: Scopus - Computer Science Applications&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Radiological and Ultrasound Technology&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Radiology, Nuclear Medicine and Imaging&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> </div></OnlyViewableByAuthor> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 7</span> | Független: 6 | Függő: 1 | Nem jelölt: 0 | WoS jelölt: 6 | Scopus jelölt:&nbsp;7 | WoS/Scopus jelölt:&nbsp;7 | DOI jelölt:&nbsp;7 </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 35599204</span> | <span class="status-data status-APPROVED"> Nyilvános </span> Forrás | <span class="type-subtype">Folyóiratcikk ( Összefoglaló cikk ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">WOS TAGGED</span> </div> <div class="lastModified">Utolsó módosítás: 2025.10.31. 13:39 Molnár-Taga Márta (SE 4-es admin) </div> </div></div>