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Automating three-dimensional osteoarthritis histopathological grading of human osteochondral tissue using machine learning on contrast-enhanced micro-computed tomography.
Rytky, S J O; Tiulpin, A; Frondelius, T; Finnilä, M A J; Karhula, S S; Leino, J; Pritzker, K P H; Valkealahti, M; Lehenkari, P; Joukainen, A; Kröger, H; Nieminen, H J; Saarakkala, S.
Afiliación
  • Rytky SJO; Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland. Electronic address: santeri.rytky@oulu.fi.
  • Tiulpin A; Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland; Department of Diagnostic Radiology, Oulu University Hospital, Oulu, Finland. Electronic address: aleksei.tiulpin@oulu.fi.
  • Frondelius T; Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland. Electronic address: juha.frondelius@student.oulu.fi.
  • Finnilä MAJ; Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland; Medical Research Center, University of Oulu, Oulu, Finland. Electronic address: mikko.finnila@oulu.fi.
  • Karhula SS; Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland; Department of Diagnostic Radiology, Oulu University Hospital, Oulu, Finland. Electronic address: sakari.karhula@oulu.fi.
  • Leino J; Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland. Electronic address: janina.leino@student.oulu.fi.
  • Pritzker KPH; Department of Laboratory Medicine and Pathobiology, Surgery University of Toronto, Toronto, Ontario, Canada; Mount Sinai Hospital, Toronto, Ontario, Canada. Electronic address: kenpritzker@gmail.com.
  • Valkealahti M; Department of Surgery and Intensive Care, Oulu University Hospital, Oulu, Finland. Electronic address: maarit.valkealahti@oulu.fi.
  • Lehenkari P; Medical Research Center, University of Oulu, Oulu, Finland; Department of Surgery and Intensive Care, Oulu University Hospital, Oulu, Finland; Cancer and Translational Medical Research Unit, Faculty of Medicine, University of Oulu, Oulu, Finland. Electronic address: petri.lehenkari@oulu.fi.
  • Joukainen A; Department of Orthopaedics, Traumatology and Hand Surgery, Kuopio University Hospital, Kuopio, Finland. Electronic address: antti.joukainen@kuh.fi.
  • Kröger H; Department of Orthopaedics, Traumatology and Hand Surgery, Kuopio University Hospital, Kuopio, Finland. Electronic address: heikki.kroger@kuh.fi.
  • Nieminen HJ; Dept. of Neuroscience and Biomedical Engineering, Aalto University, Espoo, Finland; Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland. Electronic address: heikki.j.nieminen@aalto.fi.
  • Saarakkala S; Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland; Department of Diagnostic Radiology, Oulu University Hospital, Oulu, Finland. Electronic address: simo.saarakkala@oulu.fi.
Osteoarthritis Cartilage ; 28(8): 1133-1144, 2020 08.
Article en En | MEDLINE | ID: mdl-32437969
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Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Tibia / Cartílago Articular / Osteoartritis de la Rodilla / Microtomografía por Rayos X / Fémur / Aprendizaje Automático Límite: Humans Idioma: En Revista: Osteoarthritis Cartilage Asunto de la revista: ORTOPEDIA / REUMATOLOGIA Año: 2020 Tipo del documento: Article
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Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Tibia / Cartílago Articular / Osteoartritis de la Rodilla / Microtomografía por Rayos X / Fémur / Aprendizaje Automático Límite: Humans Idioma: En Revista: Osteoarthritis Cartilage Asunto de la revista: ORTOPEDIA / REUMATOLOGIA Año: 2020 Tipo del documento: Article