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Unsupervised machine learning for identifying important visual features through bag-of-words using histopathology data from chronic kidney disease.
Lee, Joonsang; Warner, Elisa; Shaikhouni, Salma; Bitzer, Markus; Kretzler, Matthias; Gipson, Debbie; Pennathur, Subramaniam; Bellovich, Keith; Bhat, Zeenat; Gadegbeku, Crystal; Massengill, Susan; Perumal, Kalyani; Saha, Jharna; Yang, Yingbao; Luo, Jinghui; Zhang, Xin; Mariani, Laura; Hodgin, Jeffrey B; Rao, Arvind.
Afiliação
  • Lee J; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
  • Warner E; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
  • Shaikhouni S; Department of Internal Medicine, Nephrology, University of Michigan, Ann Arbor, MI, USA.
  • Bitzer M; Department of Internal Medicine, Nephrology, University of Michigan, Ann Arbor, MI, USA.
  • Kretzler M; Department of Internal Medicine, Nephrology, University of Michigan, Ann Arbor, MI, USA.
  • Gipson D; Department of Pediatrics, Pediatric Nephrology, University of Michigan, Ann Arbor, MI, USA.
  • Pennathur S; Department of Internal Medicine, Nephrology, University of Michigan, Ann Arbor, MI, USA.
  • Bellovich K; Department of Internal Medicine, Nephrology, St. Clair Nephrology Research, Detroit, MI, USA.
  • Bhat Z; Department of Internal Medicine, Nephrology, Wayne State University, Detroit, MI, USA.
  • Gadegbeku C; Department of Internal Medicine, Nephrology, Cleveland Clinic, Cleveland, OH, USA.
  • Massengill S; Department of Pediatrics, Pediatric Nephrology, Levine Children's Hospital, Charlotte, NC, USA.
  • Perumal K; Department of Internal Medicine, Nephrology, Department of JH Stroger Hospital, Chicago, IL, USA.
  • Saha J; Department of Pathology, University of Michigan, Ann Arbor, MI, USA.
  • Yang Y; Department of Pathology, University of Michigan, Ann Arbor, MI, USA.
  • Luo J; Department of Pathology, University of Michigan, Ann Arbor, MI, USA.
  • Zhang X; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
  • Mariani L; Department of Internal Medicine, Nephrology, University of Michigan, Ann Arbor, MI, USA.
  • Hodgin JB; Department of Pathology, University of Michigan, Ann Arbor, MI, USA. jhodgin@med.umich.edu.
  • Rao A; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA. ukarvind@med.umich.edu.
Sci Rep ; 12(1): 4832, 2022 03 22.
Article em En | MEDLINE | ID: mdl-35318420
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Texto completo: 1 Bases de dados: MEDLINE Assunto principal: Insuficiência Renal Crônica / Aprendizado de Máquina não Supervisionado Tipo de estudo: Diagnostic_studies / Prognostic_studies / Qualitative_research Limite: Female / Humans / Male Idioma: En Revista: Sci Rep Ano de publicação: 2022 Tipo de documento: Article País de afiliação: Estados Unidos
Texto completo
Adicionar na Minha BVS
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XML
PubMed Links
Buscar no Google

Texto completo: 1 Bases de dados: MEDLINE Assunto principal: Insuficiência Renal Crônica / Aprendizado de Máquina não Supervisionado Tipo de estudo: Diagnostic_studies / Prognostic_studies / Qualitative_research Limite: Female / Humans / Male Idioma: En Revista: Sci Rep Ano de publicação: 2022 Tipo de documento: Article País de afiliação: Estados Unidos