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Assessment of image quality on the diagnostic performance of clinicians and deep learning models: Cross-sectional comparative reader study.

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Title: Assessment of image quality on the diagnostic performance of clinicians and deep learning models: Cross-sectional comparative reader study.
Authors: Oloruntoba AI; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia., Asghari-Jafarabadi M; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia., Sashindranath M; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia., Ingvar Å; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia.; Department of Dermatology, Skåne University Hospital, Lund, Sweden.; Department of Clinical Sciences, Lund University, Lund, Sweden., Adler NR; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia., Vico-Alonso C; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia., Niklasson L; Department of Dermatology and Allergy Centre, Odense University Hospital, Odense, Denmark., Caixinha AL; Department of Dermatology and Venereology, Aarhus University Hospital, Aarhus, Denmark., Hiscutt E; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia., Holmes Z; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia., Assersen KB; Department of Dermatology and Allergy Centre, Odense University Hospital, Odense, Denmark., Adamson S; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia., Jegathees T; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia., Bertelsen T; Department of Dermatology and Venereology, Aarhus University Hospital, Aarhus, Denmark.; Department of Dermatology, Hospital Universitario 12 de Octubre, Madrid, Spain., Velasco-Tamariz V; Department of Dermatology, Hospital Universitario 12 de Octubre, Madrid, Spain., Helkkula T; Department of Dermatology, Skåne University Hospital, Lund, Sweden.; Department of Clinical Sciences, Lund University, Lund, Sweden., Kristiansen S; Department of Dermatology, Skåne University Hospital, Lund, Sweden.; Department of Clinical Sciences, Lund University, Lund, Sweden., Toholka R; Department of Surgical Oncology (Dermatology), Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia., Goh MS; Department of Surgical Oncology (Dermatology), Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia., Chamberlain A; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia., McCormack C; Department of Surgical Oncology (Dermatology), Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia., Vestergaard T; Department of Dermatology and Allergy Centre, Odense University Hospital, Odense, Denmark., Mehta D; Monash eResearch Centre, Monash University, Clayton, Melbourne, Victoria, Australia., Nguyen TD; Monash eResearch Centre, Monash University, Clayton, Melbourne, Victoria, Australia., Ge Z; Monash eResearch Centre, Monash University, Clayton, Melbourne, Victoria, Australia.; Airdoc-Monash Research, Monash University, Clayton, Melbourne, Victoria, Australia.; NVIDIA Artificial Intelligence Tech Centre, Monash University, Clayton, Melbourne, Victoria, Australia., Soyer HP; Frazer Institute, The University of Queensland, Dermatology Research Centre, Brisbane, Queensland, Australia., Mar V; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia.
Source: Journal of the European Academy of Dermatology and Venereology : JEADV [J Eur Acad Dermatol Venereol] 2025 Jul; Vol. 39 (7), pp. 1306-1314. Date of Electronic Publication: 2024 Dec 10.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: Wiley-Blackwell Country of Publication: England NLM ID: 9216037 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1468-3083 (Electronic) Linking ISSN: 09269959 NLM ISO Abbreviation: J Eur Acad Dermatol Venereol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Oloruntoba+AI%22">Oloruntoba AI</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Asghari-Jafarabadi+M%22">Asghari-Jafarabadi M</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Sashindranath+M%22">Sashindranath M</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Ingvar+Å%22">Ingvar Å</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia.; Department of Dermatology, Skåne University Hospital, Lund, Sweden.; Department of Clinical Sciences, Lund University, Lund, Sweden.<br /><searchLink fieldCode="AU" term="%22Adler+NR%22">Adler NR</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Vico-Alonso+C%22">Vico-Alonso C</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Niklasson+L%22">Niklasson L</searchLink>; Department of Dermatology and Allergy Centre, Odense University Hospital, Odense, Denmark.<br /><searchLink fieldCode="AU" term="%22Caixinha+AL%22">Caixinha AL</searchLink>; Department of Dermatology and Venereology, Aarhus University Hospital, Aarhus, Denmark.<br /><searchLink fieldCode="AU" term="%22Hiscutt+E%22">Hiscutt E</searchLink>; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Holmes+Z%22">Holmes Z</searchLink>; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Assersen+KB%22">Assersen KB</searchLink>; Department of Dermatology and Allergy Centre, Odense University Hospital, Odense, Denmark.<br /><searchLink fieldCode="AU" term="%22Adamson+S%22">Adamson S</searchLink>; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Jegathees+T%22">Jegathees T</searchLink>; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Bertelsen+T%22">Bertelsen T</searchLink>; Department of Dermatology and Venereology, Aarhus University Hospital, Aarhus, Denmark.; Department of Dermatology, Hospital Universitario 12 de Octubre, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Velasco-Tamariz+V%22">Velasco-Tamariz V</searchLink>; Department of Dermatology, Hospital Universitario 12 de Octubre, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Helkkula+T%22">Helkkula T</searchLink>; Department of Dermatology, Skåne University Hospital, Lund, Sweden.; Department of Clinical Sciences, Lund University, Lund, Sweden.<br /><searchLink fieldCode="AU" term="%22Kristiansen+S%22">Kristiansen S</searchLink>; Department of Dermatology, Skåne University Hospital, Lund, Sweden.; Department of Clinical Sciences, Lund University, Lund, Sweden.<br /><searchLink fieldCode="AU" term="%22Toholka+R%22">Toholka R</searchLink>; Department of Surgical Oncology (Dermatology), Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Goh+MS%22">Goh MS</searchLink>; Department of Surgical Oncology (Dermatology), Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Chamberlain+A%22">Chamberlain A</searchLink>; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22McCormack+C%22">McCormack C</searchLink>; Department of Surgical Oncology (Dermatology), Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Vestergaard+T%22">Vestergaard T</searchLink>; Department of Dermatology and Allergy Centre, Odense University Hospital, Odense, Denmark.<br /><searchLink fieldCode="AU" term="%22Mehta+D%22">Mehta D</searchLink>; Monash eResearch Centre, Monash University, Clayton, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Nguyen+TD%22">Nguyen TD</searchLink>; Monash eResearch Centre, Monash University, Clayton, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Ge+Z%22">Ge Z</searchLink>; Monash eResearch Centre, Monash University, Clayton, Melbourne, Victoria, Australia.; Airdoc-Monash Research, Monash University, Clayton, Melbourne, Victoria, Australia.; NVIDIA Artificial Intelligence Tech Centre, Monash University, Clayton, Melbourne, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Soyer+HP%22">Soyer HP</searchLink>; Frazer Institute, The University of Queensland, Dermatology Research Centre, Brisbane, Queensland, Australia.<br /><searchLink fieldCode="AU" term="%22Mar+V%22">Mar V</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.; Victorian Melanoma Service, Alfred Health, Melbourne, Victoria, Australia.
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