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Deep Learning Approach for the Development of a Novel Predictive Model for Prostate Cancer.
Islam, Mohaimenul; Yang, Hsuan-Chia; Nguyen, Phung-Anh; Wang, Yu-Hsiang; Poly, Tahmina Nasrin; Li, Yu-Chuan Jack.
Afiliação
  • Islam M; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan.
  • Yang HC; International Center for Health Information Technology, Taipei Medical University, Taipei, Taiwan.
  • Nguyen PA; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan.
  • Wang YH; International Center for Health Information Technology, Taipei Medical University, Taipei, Taiwan.
  • Poly TN; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan.
  • Li YJ; International Center for Health Information Technology, Taipei Medical University, Taipei, Taiwan.
Stud Health Technol Inform ; 270: 1241-1242, 2020 Jun 16.
Article em En | MEDLINE | ID: mdl-32570599
ABSTRACT
We developed a deep learning approach for accurate prediction of PCA patients one year earlier with minimal features from electronic health records. The area under the receiver operating curve for prediction of PCA was 0.94. Moreover, the sensitivity and specificity of CNN were 0.87 and 0.88, respectively.
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Próstata / Aprendizado Profundo Idioma: En Ano de publicação: 2020 Tipo de documento: Article
Texto completo
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XML
PubMed Links
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Próstata / Aprendizado Profundo Idioma: En Ano de publicação: 2020 Tipo de documento: Article