Infrastructure platform for privacy-preserving distributed machine learning development of computer-assisted theragnostics in cancer.

Field, Matthew; Thwaites, David I; Carolan, Martin; Delaney, Geoff P; Lehmann, Joerg; Sykes, Jonathan; Vinod, Shalini; Holloway, Lois

Field, Matthew; Thwaites, David I; Carolan, Martin; Delaney, Geoff P; Lehmann, Joerg; Sykes, Jonathan; Vinod, Shalini; Holloway, Lois.

Afiliação

Field M; South Western Sydney Clinical Campus, School of Clinical Medicine, University of New South Wales, NSW, Australia; South Western Sydney Cancer Services, NSW Health, Sydney, NSW, Australia; Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia. Electronic address: matthew.field@unsw
Thwaites DI; Institute of Medical Physics, School of Physics, University of Sydney, NSW, Australia.
Carolan M; Illawarra Cancer Care Centre, Wollongong, NSW, Australia.
Delaney GP; South Western Sydney Clinical Campus, School of Clinical Medicine, University of New South Wales, NSW, Australia; South Western Sydney Cancer Services, NSW Health, Sydney, NSW, Australia; Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia.
Lehmann J; Institute of Medical Physics, School of Physics, University of Sydney, NSW, Australia; Department of Radiation Oncology, Calvary Mater Newcastle, NSW, Australia.
Sykes J; Institute of Medical Physics, School of Physics, University of Sydney, NSW, Australia; Blacktown Haematology and Oncology Cancer Care Centre, Blacktown Hospital, Blacktown, NSW, Australia; Crown Princess Mary Cancer Centre, Westmead Hospital, Westmead, NSW, Australia.
Vinod S; South Western Sydney Clinical Campus, School of Clinical Medicine, University of New South Wales, NSW, Australia; South Western Sydney Cancer Services, NSW Health, Sydney, NSW, Australia; Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia.
Holloway L; South Western Sydney Clinical Campus, School of Clinical Medicine, University of New South Wales, NSW, Australia; South Western Sydney Cancer Services, NSW Health, Sydney, NSW, Australia; Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia; Institute of Medical Physics, School o

J Biomed Inform ; 134: 104181, 2022 10.

Article em En | MEDLINE | ID: mdl-36055639

Assuntos

Carcinoma Pulmonar de Células não Pequenas; Neoplasias Pulmonares; Austrália; Computadores; Sistemas de Apoio a Decisões Clínicas; Humanos; Neoplasias Pulmonares/diagnóstico; Neoplasias Pulmonares/terapia; Aprendizado de Máquina; Privacidade; Estudos Retrospectivos

Palavras-chave

Data mining; Decision support systems; Distributed learning; Federated learning; Machine learning; Radiation oncology

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Carcinoma Pulmonar de Células não Pequenas / Neoplasias Pulmonares Tipo de estudo: Diagnostic_studies / Observational_studies / Prognostic_studies Limite: Humans País como assunto: Oceania Idioma: En Ano de publicação: 2022 Tipo de documento: Article

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