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From Pixels to Prediction: Reviewing the Role of Artificial Intelligence in Body Composition Analysis.

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Title: From Pixels to Prediction: Reviewing the Role of Artificial Intelligence in Body Composition Analysis.
Authors: Zerunian M; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy., Masci B; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy., Nardacci S; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy., Perconti F; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy., Nardoni L; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy., Solimene V; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy., Polici M; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.; PhD in training, PhD School in Translational Medicine and Oncology, Department ofMedical and Surgical Sciences and Translational Medicine, Faculty of Medicineand Psychology, Sapienza University of Rome, Rome, Italy., Pucciarelli F; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy., Polidori T; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy., De Santis D; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy., Laghi A; Department of Biomedical Sciences, Humanitas University, Milan, Italy.; Department of Diagnostic Imaging, IRCCS Humanitas Research Hospital, Milan, Italy., Caruso D; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.
Source: Journal of cachexia, sarcopenia and muscle [J Cachexia Sarcopenia Muscle] 2026 Jun; Vol. 17 (3), pp. e70218.
Publication Type: Journal Article; Review; Research Support, Non-U.S. Gov't
Journal Info: Publisher: John Wiley & Sons Ltd on behalf of Society on Sarcopenia, Cachexia and Wasting Disorders Country of Publication: Germany NLM ID: 101552883 Publication Model: Print Cited Medium: Internet ISSN: 2190-6009 (Electronic) Linking ISSN: 21905991 NLM ISO Abbreviation: J Cachexia Sarcopenia Muscle Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Zerunian+M%22">Zerunian M</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Masci+B%22">Masci B</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Nardacci+S%22">Nardacci S</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Perconti+F%22">Perconti F</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Nardoni+L%22">Nardoni L</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Solimene+V%22">Solimene V</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Polici+M%22">Polici M</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.; PhD in training, PhD School in Translational Medicine and Oncology, Department ofMedical and Surgical Sciences and Translational Medicine, Faculty of Medicineand Psychology, Sapienza University of Rome, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Pucciarelli+F%22">Pucciarelli F</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Polidori+T%22">Polidori T</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22De+Santis+D%22">De Santis D</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Laghi+A%22">Laghi A</searchLink>; Department of Biomedical Sciences, Humanitas University, Milan, Italy.; Department of Diagnostic Imaging, IRCCS Humanitas Research Hospital, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Caruso+D%22">Caruso D</searchLink>; Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy.
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              Text: 2026 Jun
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