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Development and validation of a deep learning model for radiographic classification of pediatric femoral neck fractures.

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Title: Development and validation of a deep learning model for radiographic classification of pediatric femoral neck fractures.
Authors: Wang W; The fourth Clinical Medical College of Guangzhou University of Chinese Medicine, ShenZhen, GuangDong, China. wangwt53@mail2.sysu.edu.cn.; Department of Orthopedics, Shenzhen Traditional Chinese Medicine Hospital, 1st FuHua Road, FuTian District, ShenZhen, 518033, GuangDong, China. wangwt53@mail2.sysu.edu.cn., He S; The fourth Clinical Medical College of Guangzhou University of Chinese Medicine, ShenZhen, GuangDong, China.; Department of Orthopedics, Shenzhen Traditional Chinese Medicine Hospital, 1st FuHua Road, FuTian District, ShenZhen, 518033, GuangDong, China., Ou L; School of Integrated Circuits (International School of Microelectronics), Dongguan University of Technology, 1st DaXue Road, SongShanHu District, DongGuan, 523808, GuangDong, China., Canavese F; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.; DISC-Dipartimento di Scienze Chirurgiche e Diagnostiche Integrate, University of Genova, Viale Benedetto XV No 6, Genoa, Italy., Andreacchio A; Department of Pediatric Orthopedics, Vittore Buzzi Children's Hospital, Milan, Italy., Arrigoni C; Hand and Microsurgery Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Catena N; Hand and Microsurgery Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Corradin M; Orthopedic and Traumatology Department, Alto Vicentino Hospital, Via Garziere 42, Santorso, Italy., Damasio M; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Camurri V; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Candusso F; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., De Cristo C; Department of General Surgery and Medical Surgical Specialties, Section of Orthopaedics and Trarumatology, Policlinico Rodolico-San Marco, University of Catania, Catania, Italy., De Luca C; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., De Salvo S; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Di Grigoli C; Department of Pediatric Orthopedics, Vittore Buzzi Children's Hospital, Milan, Italy., Facchi R; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Florian A; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Gallo C; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Gargiulo C; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Grillo R; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Giarratana L; Department of Pediatric Orthopedics, Vittore Buzzi Children's Hospital, Milan, Italy., Lanari E; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Lodovici V; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Lucchesi G; Deaprtment of Pediatric Orthopaedics, Orthochildren Center, Bologna, Italy., Lucenti L; Department of Precision Medicine in Medical, Surgical and Critical Care (Me.Pre.C.C.), University of Palermo, Palermo, Italy., Magnaguagno F; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Marengo L; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Mazzola V; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Musso A; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Nasto LA; Department of Orthopedics, Azienda Ospedaliera Universitaria 'Luigi Vanvitelli', University of Campania 'Luigi Vanvitelli' School of Medicine, Naples, Italy., Pavone V; Department of General Surgery and Medical Surgical Specialties, Section of Orthopaedics and Trarumatology, Policlinico Rodolico-San Marco, University of Catania, Catania, Italy., Pellegrino A; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Ramella M; Department of Pediatric Orthopedics, Vittore Buzzi Children's Hospital, Milan, Italy., Rizzo F; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Sapienza M; Department of General Surgery and Medical Surgical Specialties, Section of Orthopaedics and Trarumatology, Policlinico Rodolico-San Marco, University of Catania, Catania, Italy., Stagnaro N; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy., Testa G; Department of General Surgery and Medical Surgical Specialties, Section of Orthopaedics and Trarumatology, Policlinico Rodolico-San Marco, University of Catania, Catania, Italy., Vescio A; Department of Life Science, Health and Health Professions, Link Campus University, Rome, Italy., Chen X; Department of Orthopedics, Wuhan Children's Hospital (Wuhan Maternal and Child Healthcare Hospital), Tongji Medical College, Huazhong University of Science & Technology, Wuhan, China., Zhao C; Department of Pediatric Orthopedics, Foshan Hospital of Traditional Chinese Medicine, FoShan, GuangDong, China., Lai D; Department of Orthopedics, Mindong Hospital of Ningde City, NingDe, FuJian, China., Liu H; Department of Pediatric Orthopedics, Children's Hospital of Chongqing Medical University, ChongQing, China., Wu C; Department of Pediatric Orthopedics, Children's Hospital of Fudan University, National Children's Medical Center, ShangHai, China., Chen S; Department of Pediatric Orthopedics, Fuzhou Second General Hospital, 47th ShangTeng Road, CangShan District, FuZhou, 350007, FuJian, China. csy508@163.com., Tang S; School of Integrated Circuits (International School of Microelectronics), Dongguan University of Technology, 1st DaXue Road, SongShanHu District, DongGuan, 523808, GuangDong, China. tangsuigu@dgut.edu.cn., Mei Q; Department of Pediatric Orthopedics, Shenzhen Children's Hospital, 7019th YiTian Road, FuTian District, ShenZhen, 518026, GuangDong, China. QianqianMei2023@163.com.
Source: Journal of orthopaedics and traumatology : official journal of the Italian Society of Orthopaedics and Traumatology [J Orthop Traumatol] 2026 Jul 08. Date of Electronic Publication: 2026 Jul 08.
Publication Type: Journal Article
Journal Info: Publisher: Springer-Verlag Italia Country of Publication: Italy NLM ID: 101090931 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1590-9999 (Electronic) Linking ISSN: 15909921 NLM ISO Abbreviation: J Orthop Traumatol Subsets: MEDLINE
Database: MEDLINE Ultimate
FullText Text:
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  Data: Development and validation of a deep learning model for radiographic classification of pediatric femoral neck fractures.
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  Data: <searchLink fieldCode="AU" term="%22Wang+W%22">Wang W</searchLink>; The fourth Clinical Medical College of Guangzhou University of Chinese Medicine, ShenZhen, GuangDong, China. wangwt53@mail2.sysu.edu.cn.; Department of Orthopedics, Shenzhen Traditional Chinese Medicine Hospital, 1st FuHua Road, FuTian District, ShenZhen, 518033, GuangDong, China. wangwt53@mail2.sysu.edu.cn.<br /><searchLink fieldCode="AU" term="%22He+S%22">He S</searchLink>; The fourth Clinical Medical College of Guangzhou University of Chinese Medicine, ShenZhen, GuangDong, China.; Department of Orthopedics, Shenzhen Traditional Chinese Medicine Hospital, 1st FuHua Road, FuTian District, ShenZhen, 518033, GuangDong, China.<br /><searchLink fieldCode="AU" term="%22Ou+L%22">Ou L</searchLink>; School of Integrated Circuits (International School of Microelectronics), Dongguan University of Technology, 1st DaXue Road, SongShanHu District, DongGuan, 523808, GuangDong, China.<br /><searchLink fieldCode="AU" term="%22Canavese+F%22">Canavese F</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.; DISC-Dipartimento di Scienze Chirurgiche e Diagnostiche Integrate, University of Genova, Viale Benedetto XV No 6, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Andreacchio+A%22">Andreacchio A</searchLink>; Department of Pediatric Orthopedics, Vittore Buzzi Children's Hospital, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Arrigoni+C%22">Arrigoni C</searchLink>; Hand and Microsurgery Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Catena+N%22">Catena N</searchLink>; Hand and Microsurgery Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Corradin+M%22">Corradin M</searchLink>; Orthopedic and Traumatology Department, Alto Vicentino Hospital, Via Garziere 42, Santorso, Italy.<br /><searchLink fieldCode="AU" term="%22Damasio+M%22">Damasio M</searchLink>; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Camurri+V%22">Camurri V</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Candusso+F%22">Candusso F</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22De+Cristo+C%22">De Cristo C</searchLink>; Department of General Surgery and Medical Surgical Specialties, Section of Orthopaedics and Trarumatology, Policlinico Rodolico-San Marco, University of Catania, Catania, Italy.<br /><searchLink fieldCode="AU" term="%22De+Luca+C%22">De Luca C</searchLink>; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22De+Salvo+S%22">De Salvo S</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Di+Grigoli+C%22">Di Grigoli C</searchLink>; Department of Pediatric Orthopedics, Vittore Buzzi Children's Hospital, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Facchi+R%22">Facchi R</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Florian+A%22">Florian A</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Gallo+C%22">Gallo C</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Gargiulo+C%22">Gargiulo C</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Grillo+R%22">Grillo R</searchLink>; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Giarratana+L%22">Giarratana L</searchLink>; Department of Pediatric Orthopedics, Vittore Buzzi Children's Hospital, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Lanari+E%22">Lanari E</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Lodovici+V%22">Lodovici V</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Lucchesi+G%22">Lucchesi G</searchLink>; Deaprtment of Pediatric Orthopaedics, Orthochildren Center, Bologna, Italy.<br /><searchLink fieldCode="AU" term="%22Lucenti+L%22">Lucenti L</searchLink>; Department of Precision Medicine in Medical, Surgical and Critical Care (Me.Pre.C.C.), University of Palermo, Palermo, Italy.<br /><searchLink fieldCode="AU" term="%22Magnaguagno+F%22">Magnaguagno F</searchLink>; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Marengo+L%22">Marengo L</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Mazzola+V%22">Mazzola V</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Musso+A%22">Musso A</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Nasto+LA%22">Nasto LA</searchLink>; Department of Orthopedics, Azienda Ospedaliera Universitaria 'Luigi Vanvitelli', University of Campania 'Luigi Vanvitelli' School of Medicine, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Pavone+V%22">Pavone V</searchLink>; Department of General Surgery and Medical Surgical Specialties, Section of Orthopaedics and Trarumatology, Policlinico Rodolico-San Marco, University of Catania, Catania, Italy.<br /><searchLink fieldCode="AU" term="%22Pellegrino+A%22">Pellegrino A</searchLink>; Orthopedic and Traumatology Department, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Ramella+M%22">Ramella M</searchLink>; Department of Pediatric Orthopedics, Vittore Buzzi Children's Hospital, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Rizzo+F%22">Rizzo F</searchLink>; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Sapienza+M%22">Sapienza M</searchLink>; Department of General Surgery and Medical Surgical Specialties, Section of Orthopaedics and Trarumatology, Policlinico Rodolico-San Marco, University of Catania, Catania, Italy.<br /><searchLink fieldCode="AU" term="%22Stagnaro+N%22">Stagnaro N</searchLink>; Department of Radiology, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Testa+G%22">Testa G</searchLink>; Department of General Surgery and Medical Surgical Specialties, Section of Orthopaedics and Trarumatology, Policlinico Rodolico-San Marco, University of Catania, Catania, Italy.<br /><searchLink fieldCode="AU" term="%22Vescio+A%22">Vescio A</searchLink>; Department of Life Science, Health and Health Professions, Link Campus University, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Chen+X%22">Chen X</searchLink>; Department of Orthopedics, Wuhan Children's Hospital (Wuhan Maternal and Child Healthcare Hospital), Tongji Medical College, Huazhong University of Science & Technology, Wuhan, China.<br /><searchLink fieldCode="AU" term="%22Zhao+C%22">Zhao C</searchLink>; Department of Pediatric Orthopedics, Foshan Hospital of Traditional Chinese Medicine, FoShan, GuangDong, China.<br /><searchLink fieldCode="AU" term="%22Lai+D%22">Lai D</searchLink>; Department of Orthopedics, Mindong Hospital of Ningde City, NingDe, FuJian, China.<br /><searchLink fieldCode="AU" term="%22Liu+H%22">Liu H</searchLink>; Department of Pediatric Orthopedics, Children's Hospital of Chongqing Medical University, ChongQing, China.<br /><searchLink fieldCode="AU" term="%22Wu+C%22">Wu C</searchLink>; Department of Pediatric Orthopedics, Children's Hospital of Fudan University, National Children's Medical Center, ShangHai, China.<br /><searchLink fieldCode="AU" term="%22Chen+S%22">Chen S</searchLink>; Department of Pediatric Orthopedics, Fuzhou Second General Hospital, 47th ShangTeng Road, CangShan District, FuZhou, 350007, FuJian, China. csy508@163.com.<br /><searchLink fieldCode="AU" term="%22Tang+S%22">Tang S</searchLink>; School of Integrated Circuits (International School of Microelectronics), Dongguan University of Technology, 1st DaXue Road, SongShanHu District, DongGuan, 523808, GuangDong, China. tangsuigu@dgut.edu.cn.<br /><searchLink fieldCode="AU" term="%22Mei+Q%22">Mei Q</searchLink>; Department of Pediatric Orthopedics, Shenzhen Children's Hospital, 7019th YiTian Road, FuTian District, ShenZhen, 518026, GuangDong, China. QianqianMei2023@163.com.
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            – Type: issn-electronic
              Value: 1590-9999
          Titles:
            – TitleFull: Journal of orthopaedics and traumatology : official journal of the Italian Society of Orthopaedics and Traumatology
              Type: main
ResultId 1