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Logistic regression and machine learning predicted patient mortality from large sets of diagnosis codes comparably.
Cowling, Thomas E; Cromwell, David A; Bellot, Alexis; Sharples, Linda D; van der Meulen, Jan.
Afiliação
  • Cowling TE; Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, Keppel Street, London WC1E 7HT, UK; Clinical Effectiveness Unit, Royal College of Surgeons of England, Lincoln's Inn Fields, London WC2A 3PE, UK. Electronic address: thomas.cowling@lshtm.ac.uk.
  • Cromwell DA; Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, Keppel Street, London WC1E 7HT, UK; Clinical Effectiveness Unit, Royal College of Surgeons of England, Lincoln's Inn Fields, London WC2A 3PE, UK.
  • Bellot A; Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Wilberforce Road, Cambridge CB3 0WA, UK; Alan Turing Institute, 96 Euston Road, London NW1 2DB, UK.
  • Sharples LD; Department of Medical Statistics, London School of Hygiene and Tropical Medicine, Keppel Street, London WC1E 7HT, UK.
  • van der Meulen J; Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, Keppel Street, London WC1E 7HT, UK; Clinical Effectiveness Unit, Royal College of Surgeons of England, Lincoln's Inn Fields, London WC2A 3PE, UK.
J Clin Epidemiol ; 133: 43-52, 2021 05.
Article em En | MEDLINE | ID: mdl-33359319
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias Colorretais / Modelos Logísticos / Classificação Internacional de Doenças / Mortalidade / Aprendizado de Máquina / Fraturas do Quadril / Infarto do Miocárdio Tipo de estudo: Diagnostic_studies / Prognostic_studies / Risk_factors_studies Limite: Aged / Aged80 / Female / Humans / Male / Middle aged País/Região como assunto: Europa Idioma: En Revista: J Clin Epidemiol Assunto da revista: EPIDEMIOLOGIA Ano de publicação: 2021 Tipo de documento: Article
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias Colorretais / Modelos Logísticos / Classificação Internacional de Doenças / Mortalidade / Aprendizado de Máquina / Fraturas do Quadril / Infarto do Miocárdio Tipo de estudo: Diagnostic_studies / Prognostic_studies / Risk_factors_studies Limite: Aged / Aged80 / Female / Humans / Male / Middle aged País/Região como assunto: Europa Idioma: En Revista: J Clin Epidemiol Assunto da revista: EPIDEMIOLOGIA Ano de publicação: 2021 Tipo de documento: Article