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Stratification of diabetes in the context of comorbidities, using representation learning and topological data analysis.
Wamil, Malgorzata; Hassaine, Abdelaali; Rao, Shishir; Li, Yikuan; Mamouei, Mohammad; Canoy, Dexter; Nazarzadeh, Milad; Bidel, Zeinab; Copland, Emma; Rahimi, Kazem; Salimi-Khorshidi, Gholamreza.
Afiliação
  • Wamil M; Deep Medicine, Oxford Martin School, University of Oxford, Oxford, UK. malgorzata.wamil@gtc.ox.ac.uk.
  • Hassaine A; Mayo Clinic Healthcare, 15 Portland Place, London, UK. malgorzata.wamil@gtc.ox.ac.uk.
  • Rao S; Deep Medicine, Oxford Martin School, University of Oxford, Oxford, UK.
  • Li Y; Nuffield Department of Women's and Reproductive Health, Medical Science Division, University of Oxford, Oxford, UK.
  • Mamouei M; Deep Medicine, Oxford Martin School, University of Oxford, Oxford, UK.
  • Canoy D; Nuffield Department of Women's and Reproductive Health, Medical Science Division, University of Oxford, Oxford, UK.
  • Nazarzadeh M; Deep Medicine, Oxford Martin School, University of Oxford, Oxford, UK.
  • Bidel Z; Nuffield Department of Women's and Reproductive Health, Medical Science Division, University of Oxford, Oxford, UK.
  • Copland E; Deep Medicine, Oxford Martin School, University of Oxford, Oxford, UK.
  • Rahimi K; Nuffield Department of Women's and Reproductive Health, Medical Science Division, University of Oxford, Oxford, UK.
  • Salimi-Khorshidi G; Deep Medicine, Oxford Martin School, University of Oxford, Oxford, UK.
Sci Rep ; 13(1): 11478, 2023 07 16.
Article em En | MEDLINE | ID: mdl-37455284
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Diabetes Mellitus / Aprendizado de Máquina não Supervisionado Tipo de estudo: Etiology_studies / Prognostic_studies / Risk_factors_studies Limite: Aged / Female / Humans / Male / Middle aged Idioma: En Ano de publicação: 2023 Tipo de documento: Article
Texto completo
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XML
PubMed Links
Buscar no Google

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Diabetes Mellitus / Aprendizado de Máquina não Supervisionado Tipo de estudo: Etiology_studies / Prognostic_studies / Risk_factors_studies Limite: Aged / Female / Humans / Male / Middle aged Idioma: En Ano de publicação: 2023 Tipo de documento: Article