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Deep Learning for Detecting Dental Plaque and Gingivitis From Oral Photographs: A Systematic Review.

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Title: Deep Learning for Detecting Dental Plaque and Gingivitis From Oral Photographs: A Systematic Review.
Authors: Moharrami M; Faculty of Dentistry, University of Toronto, Toronto, Canada.; Department of Dental Oncology, Princess Margaret Cancer Centre, Toronto, Canada.; Topic Group Dental Diagnostics and Digital Dentistry, ITU/WHO Focus Group AI on Health, Geneva, Switzerland., Vahab E; Department of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, Michigan, USA., Bagherianlemraski M; Department of Health Research Methods, Evidence, and Impact (HEI), McMaster University, Hamilton, Ontario, Canada., Hemmati G; Dental Research Center, Research Institute of Dental Science, Shahid Beheshti University of Medical Sciences, Tehran, Iran., Singhal S; Faculty of Dentistry, University of Toronto, Toronto, Canada.; Health Promotion, Chronic Disease and Injury Prevention Department, Public Health Ontario, Toronto, Canada., Quinonez C; Faculty of Dentistry, University of Toronto, Toronto, Canada.; Schulich School of Medicine & Dentistry, Western University, London, Canada., Schwendicke F; Topic Group Dental Diagnostics and Digital Dentistry, ITU/WHO Focus Group AI on Health, Geneva, Switzerland.; Department of Conservative Dentistry and Periodontology, LMU University Hospital, Munich, Germany., Glogauer M; Faculty of Dentistry, University of Toronto, Toronto, Canada.; Department of Dental Oncology, Princess Margaret Cancer Centre, Toronto, Canada.; Department of Dentistry, Centre for Advanced Dental Research and Care, Mount Sinai Hospital, Toronto, Canada.
Source: Community dentistry and oral epidemiology [Community Dent Oral Epidemiol] 2025 Dec; Vol. 53 (6), pp. 617-632. Date of Electronic Publication: 2025 Jun 26.
Publication Type: Journal Article; Systematic Review
Journal Info: Publisher: Munksgaard International Publishers Country of Publication: Denmark NLM ID: 0410263 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1600-0528 (Electronic) Linking ISSN: 03015661 NLM ISO Abbreviation: Community Dent Oral Epidemiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Moharrami+M%22">Moharrami M</searchLink>; Faculty of Dentistry, University of Toronto, Toronto, Canada.; Department of Dental Oncology, Princess Margaret Cancer Centre, Toronto, Canada.; Topic Group Dental Diagnostics and Digital Dentistry, ITU/WHO Focus Group AI on Health, Geneva, Switzerland.<br /><searchLink fieldCode="AU" term="%22Vahab+E%22">Vahab E</searchLink>; Department of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, Michigan, USA.<br /><searchLink fieldCode="AU" term="%22Bagherianlemraski+M%22">Bagherianlemraski M</searchLink>; Department of Health Research Methods, Evidence, and Impact (HEI), McMaster University, Hamilton, Ontario, Canada.<br /><searchLink fieldCode="AU" term="%22Hemmati+G%22">Hemmati G</searchLink>; Dental Research Center, Research Institute of Dental Science, Shahid Beheshti University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Singhal+S%22">Singhal S</searchLink>; Faculty of Dentistry, University of Toronto, Toronto, Canada.; Health Promotion, Chronic Disease and Injury Prevention Department, Public Health Ontario, Toronto, Canada.<br /><searchLink fieldCode="AU" term="%22Quinonez+C%22">Quinonez C</searchLink>; Faculty of Dentistry, University of Toronto, Toronto, Canada.; Schulich School of Medicine & Dentistry, Western University, London, Canada.<br /><searchLink fieldCode="AU" term="%22Schwendicke+F%22">Schwendicke F</searchLink>; Topic Group Dental Diagnostics and Digital Dentistry, ITU/WHO Focus Group AI on Health, Geneva, Switzerland.; Department of Conservative Dentistry and Periodontology, LMU University Hospital, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Glogauer+M%22">Glogauer M</searchLink>; Faculty of Dentistry, University of Toronto, Toronto, Canada.; Department of Dental Oncology, Princess Margaret Cancer Centre, Toronto, Canada.; Department of Dentistry, Centre for Advanced Dental Research and Care, Mount Sinai Hospital, Toronto, Canada.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Munksgaard+International+Publishers%22">Munksgaard International Publishers </searchLink><i>Country of Publication: </i>Denmark <i>NLM ID: </i>0410263 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1600-0528 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2203015661%22">03015661 </searchLink><i>NLM ISO Abbreviation: </i>Community Dent Oral Epidemiol <i>Subsets: </i>MEDLINE
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        Value: 10.1111/cdoe.70001
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        Text: English
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              M: 12
              Text: 2025 Dec
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