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Osteoarthritis Severity Classification in Knee X-Rays Using Optimized Deep Learning Approaches.

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Title: Osteoarthritis Severity Classification in Knee X-Rays Using Optimized Deep Learning Approaches.
Authors: Atik I; Department of Radiology, Faculty of Medicine, Sivas Cumhuriyet University, Sivas, Turkey. irfanatik_91@hotmail.com., Polat O; Department of Mechatronics Engineering, Faculty of Technology, Sivas Cumhuriyet University, Sivas, Turkey., Atik S; Division of Rheumatology, Department of Physical Medicine and Rehabilitation, Faculty of Medicine, Sivas Cumhuriyet University, Sivas, Turkey., Gul E; Department of Radiology, Faculty of Medicine, Sivas Cumhuriyet University, Sivas, Turkey., Apalan D; Department of Radiology, Faculty of Medicine, Sivas Cumhuriyet University, Sivas, Turkey.
Source: Journal of imaging informatics in medicine [J Imaging Inform Med] 2026 Jan 05. Date of Electronic Publication: 2026 Jan 05.
Publication Type: Journal Article
Journal Info: Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Atik+I%22">Atik I</searchLink>; Department of Radiology, Faculty of Medicine, Sivas Cumhuriyet University, Sivas, Turkey. irfanatik_91@hotmail.com.<br /><searchLink fieldCode="AU" term="%22Polat+O%22">Polat O</searchLink>; Department of Mechatronics Engineering, Faculty of Technology, Sivas Cumhuriyet University, Sivas, Turkey.<br /><searchLink fieldCode="AU" term="%22Atik+S%22">Atik S</searchLink>; Division of Rheumatology, Department of Physical Medicine and Rehabilitation, Faculty of Medicine, Sivas Cumhuriyet University, Sivas, Turkey.<br /><searchLink fieldCode="AU" term="%22Gul+E%22">Gul E</searchLink>; Department of Radiology, Faculty of Medicine, Sivas Cumhuriyet University, Sivas, Turkey.<br /><searchLink fieldCode="AU" term="%22Apalan+D%22">Apalan D</searchLink>; Department of Radiology, Faculty of Medicine, Sivas Cumhuriyet University, Sivas, Turkey.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>9918663679206676 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2948-2933 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2229482925%22">29482925 </searchLink><i>NLM ISO Abbreviation: </i>J Imaging Inform Med <i>Subsets: </i>MEDLINE
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        Value: 10.1007/s10278-025-01818-7
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        Text: English
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      – TitleFull: Osteoarthritis Severity Classification in Knee X-Rays Using Optimized Deep Learning Approaches.
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              Text: 2026 Jan 05
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