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Integration of mechanistic immunological knowledge into a machine learning pipeline improves predictions.
Culos, Anthony; Tsai, Amy S; Stanley, Natalie; Becker, Martin; Ghaemi, Mohammad S; McIlwain, David R; Fallahzadeh, Ramin; Tanada, Athena; Nassar, Huda; Espinosa, Camilo; Xenochristou, Maria; Ganio, Edward; Peterson, Laura; Han, Xiaoyuan; Stelzer, Ina A; Ando, Kazuo; Gaudilliere, Dyani; Phongpreecha, Thanaphong; Maric, Ivana; Chang, Alan L; Shaw, Gary M; Stevenson, David K; Bendall, Sean; Davis, Kara L; Fantl, Wendy; Nolan, Garry P; Hastie, Trevor; Tibshirani, Robert; Angst, Martin S; Gaudilliere, Brice; Aghaeepour, Nima.
Afiliação
  • Culos A; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Tsai AS; Department of Biomedical Data Sciences, Stanford University, Stanford, CA, USA.
  • Stanley N; These authors contributed equally: Anthony Culos, Amy S. Tsai.
  • Becker M; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Ghaemi MS; These authors contributed equally: Anthony Culos, Amy S. Tsai.
  • McIlwain DR; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Fallahzadeh R; Department of Biomedical Data Sciences, Stanford University, Stanford, CA, USA.
  • Tanada A; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Nassar H; Department of Biomedical Data Sciences, Stanford University, Stanford, CA, USA.
  • Espinosa C; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Xenochristou M; Department of Biomedical Data Sciences, Stanford University, Stanford, CA, USA.
  • Ganio E; Digital Technologies Research Centre, National Research Council Canada, Toronto, Ontario, Canada.
  • Peterson L; Department of Microbiology and Immunology, Baxter Laboratory in Stem Cell Biology, Stanford University School of Medicine, Stanford, CA, USA.
  • Han X; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Stelzer IA; Department of Biomedical Data Sciences, Stanford University, Stanford, CA, USA.
  • Ando K; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Gaudilliere D; Department of Biomedical Data Sciences, Stanford University, Stanford, CA, USA.
  • Phongpreecha T; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Maric I; Department of Biomedical Data Sciences, Stanford University, Stanford, CA, USA.
  • Chang AL; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Shaw GM; Department of Biomedical Data Sciences, Stanford University, Stanford, CA, USA.
  • Stevenson DK; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Bendall S; Department of Biomedical Data Sciences, Stanford University, Stanford, CA, USA.
  • Davis KL; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Fantl W; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Nolan GP; Department of Pediatrics, Division of Neonatal and Developmental Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Hastie T; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Tibshirani R; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Angst MS; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Gaudilliere B; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
  • Aghaeepour N; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.
Nat Mach Intell ; 2(10): 619-628, 2020 Oct.
Article em En | MEDLINE | ID: mdl-33294774
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Texto completo: 1 Base de dados: MEDLINE Tipo de estudo: Prognostic_studies / Risk_factors_studies Idioma: En Revista: Nat Mach Intell Ano de publicação: 2020 Tipo de documento: Article País de afiliação: Estados Unidos
Texto completo
Imprimir
XML
PubMed Links
Buscar no Google

Texto completo: 1 Base de dados: MEDLINE Tipo de estudo: Prognostic_studies / Risk_factors_studies Idioma: En Revista: Nat Mach Intell Ano de publicação: 2020 Tipo de documento: Article País de afiliação: Estados Unidos