Towards clinical-level interpretation of dental panoramic radiography using an instance-guided vision-language model.
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| Title: | Towards clinical-level interpretation of dental panoramic radiography using an instance-guided vision-language model. |
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| Authors: | Zhu Q; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China., Lin Y; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China., Fu W; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China., Tang W; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China., Li J; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China., Zhang Y; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China., Li B; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Oral Radiology, School and Hospital of Stomatology, Wuhan University, Wuhan, China., Guo X; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Oral Radiology, School and Hospital of Stomatology, Wuhan University, Wuhan, China., Wang F; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Oral Radiology, School and Hospital of Stomatology, Wuhan University, Wuhan, China., Qi H; Department of Information Center, School and Hospital of Stomatology, Wuhan University, Wuhan, China., Sun C; The Affiliated Yantai Stomatological Hospital, Binzhou Medical University, Yantai, China.; Yantai Engineering Research Center for Digital Technology of Stomatology, Binzhou Medical University, Yantai, China.; Characteristic Laboratories of Colleges and Universities in Shandong Province for Digital Stomatology, Binzhou Medical University, Yantai, China., Zhu X; The Affiliated Yantai Stomatological Hospital, Binzhou Medical University, Yantai, China.; Yantai Engineering Research Center for Digital Technology of Stomatology, Binzhou Medical University, Yantai, China.; Characteristic Laboratories of Colleges and Universities in Shandong Province for Digital Stomatology, Binzhou Medical University, Yantai, China., Liu Z; The Affiliated Yantai Stomatological Hospital, Binzhou Medical University, Yantai, China.; Yantai Engineering Research Center for Digital Technology of Stomatology, Binzhou Medical University, Yantai, China.; Characteristic Laboratories of Colleges and Universities in Shandong Province for Digital Stomatology, Binzhou Medical University, Yantai, China., He L; Department of Stomatology, Renmin Hospital, Hubei University of Medicine, Shiyan, China., Zheng Z; The Affiliated Stomatological Hospital, School of Stomatology, Jiangxi Medical College, Nanchang University, Nanchang, China.; Jiangxi Province Key Laboratory of Oral Diseases, Jiangxi Province Clinical Research Center for Oral Diseases, Nanchang, China., Du B; School of Computer Science, Wuhan University, Wuhan, China., Yang J; Division of Oral and Maxillofacial Radiology, Kornberg School of Dentistry, Temple University, Philadelphia, PA, USA., Bian Z; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China., Meng L; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China. mengliuyan@whu.edu.cn.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China. mengliuyan@whu.edu.cn. |
| Source: | Nature biomedical engineering [Nat Biomed Eng] 2026 Jun 25. Date of Electronic Publication: 2026 Jun 25. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Springer Nature Country of Publication: England NLM ID: 101696896 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2157-846X (Electronic) Linking ISSN: 2157846X NLM ISO Abbreviation: Nat Biomed Eng Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42350625 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Towards clinical-level interpretation of dental panoramic radiography using an instance-guided vision-language model. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Zhu+Q%22">Zhu Q</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Lin+Y%22">Lin Y</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Fu+W%22">Fu W</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Tang+W%22">Tang W</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Li+J%22">Li J</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Li+B%22">Li B</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Oral Radiology, School and Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Guo+X%22">Guo X</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Oral Radiology, School and Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Wang+F%22">Wang F</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Oral Radiology, School and Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Qi+H%22">Qi H</searchLink>; Department of Information Center, School and Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Sun+C%22">Sun C</searchLink>; The Affiliated Yantai Stomatological Hospital, Binzhou Medical University, Yantai, China.; Yantai Engineering Research Center for Digital Technology of Stomatology, Binzhou Medical University, Yantai, China.; Characteristic Laboratories of Colleges and Universities in Shandong Province for Digital Stomatology, Binzhou Medical University, Yantai, China.<br /><searchLink fieldCode="AU" term="%22Zhu+X%22">Zhu X</searchLink>; The Affiliated Yantai Stomatological Hospital, Binzhou Medical University, Yantai, China.; Yantai Engineering Research Center for Digital Technology of Stomatology, Binzhou Medical University, Yantai, China.; Characteristic Laboratories of Colleges and Universities in Shandong Province for Digital Stomatology, Binzhou Medical University, Yantai, China.<br /><searchLink fieldCode="AU" term="%22Liu+Z%22">Liu Z</searchLink>; The Affiliated Yantai Stomatological Hospital, Binzhou Medical University, Yantai, China.; Yantai Engineering Research Center for Digital Technology of Stomatology, Binzhou Medical University, Yantai, China.; Characteristic Laboratories of Colleges and Universities in Shandong Province for Digital Stomatology, Binzhou Medical University, Yantai, China.<br /><searchLink fieldCode="AU" term="%22He+L%22">He L</searchLink>; Department of Stomatology, Renmin Hospital, Hubei University of Medicine, Shiyan, China.<br /><searchLink fieldCode="AU" term="%22Zheng+Z%22">Zheng Z</searchLink>; The Affiliated Stomatological Hospital, School of Stomatology, Jiangxi Medical College, Nanchang University, Nanchang, China.; Jiangxi Province Key Laboratory of Oral Diseases, Jiangxi Province Clinical Research Center for Oral Diseases, Nanchang, China.<br /><searchLink fieldCode="AU" term="%22Du+B%22">Du B</searchLink>; School of Computer Science, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Yang+J%22">Yang J</searchLink>; Division of Oral and Maxillofacial Radiology, Kornberg School of Dentistry, Temple University, Philadelphia, PA, USA.<br /><searchLink fieldCode="AU" term="%22Bian+Z%22">Bian Z</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Meng+L%22">Meng L</searchLink>; State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, China. mengliuyan@whu.edu.cn.; Department of Cariology and Endodontics, School and Hospital of Stomatology, Wuhan University, Wuhan, China. mengliuyan@whu.edu.cn. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101696896%22">Nature biomedical engineering</searchLink> [Nat Biomed Eng] 2026 Jun 25. <i>Date of Electronic Publication: </i>2026 Jun 25. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101696896 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2157-846X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222157846X%22">2157846X </searchLink><i>NLM ISO Abbreviation: </i>Nat Biomed Eng <i>Subsets: </i>MEDLINE |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41551-026-01713-8 Languages: – Code: eng Text: English Titles: – TitleFull: Towards clinical-level interpretation of dental panoramic radiography using an instance-guided vision-language model. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Zhu Q – PersonEntity: Name: NameFull: Lin Y – PersonEntity: Name: NameFull: Fu W – PersonEntity: Name: NameFull: Tang W – PersonEntity: Name: NameFull: Li J – PersonEntity: Name: NameFull: Zhang Y – PersonEntity: Name: NameFull: Li B – PersonEntity: Name: NameFull: Guo X – PersonEntity: Name: NameFull: Wang F – PersonEntity: Name: NameFull: Qi H – PersonEntity: Name: NameFull: Sun C – PersonEntity: Name: NameFull: Zhu X – PersonEntity: Name: NameFull: Liu Z – PersonEntity: Name: NameFull: He L – PersonEntity: Name: NameFull: Zheng Z – PersonEntity: Name: NameFull: Du B – PersonEntity: Name: NameFull: Yang J – PersonEntity: Name: NameFull: Bian Z – PersonEntity: Name: NameFull: Meng L IsPartOfRelationships: – BibEntity: Dates: – D: 25 M: 06 Text: 2026 Jun 25 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2157-846X Titles: – TitleFull: Nature biomedical engineering Type: main |
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