A deep state-space analysis framework for cancer patient latent state estimation and classification from EHR time-series data

• Yuji Okamoto ,

  Contributed equally to this work with: Yuji Okamoto, Aya Nakamura, Ryosuke Kojima

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Validation, Visualization, Writing – review & editing

  Affiliation Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan

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• Aya Nakamura ,

  Contributed equally to this work with: Yuji Okamoto, Aya Nakamura, Ryosuke Kojima

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Validation, Visualization, Writing – original draft

  Affiliation Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan

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• Ryosuke Kojima ,

  Contributed equally to this work with: Yuji Okamoto, Aya Nakamura, Ryosuke Kojima

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Validation, Visualization, Writing – original draft

  Affiliation Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan

  https://orcid.org/0000-0003-1095-8864

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• Eiichiro Uchino,

  Roles Data curation, Investigation, Methodology, Validation, Visualization, Writing – review & editing

  Affiliations Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan, Department of Nephrology, Graduate School of Medicine, Kyoto University, Kyoto, Japan

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• Yohei Mineharu,

  Roles Data curation, Investigation, Methodology, Validation, Visualization, Writing – review & editing

  Affiliations Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan, Department of Artificial Intelligence in Healthcare and Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan

  https://orcid.org/0000-0002-6346-3999

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• Yohei Harada,

  Roles Data curation, Investigation, Methodology, Validation, Visualization, Writing – review & editing

  Affiliation Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan

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• Mayumi Kamada,

  Roles Data curation, Investigation, Methodology, Validation, Visualization

  Affiliation Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan

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• Minoru Sakuragi,

  Roles Investigation, Validation, Visualization, Writing – review & editing

  Affiliations Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan, Department of Nephrology, Graduate School of Medicine, Kyoto University, Kyoto, Japan

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• Manabu Muto,

  Roles Project administration, Supervision, Writing – review & editing

  Affiliation Department of Medical Oncology, Graduate School of Medicine, Kyoto University, Kyoto, Japan

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• Motoko Yanagita,

  Roles Project administration, Supervision, Writing – review & editing

  Affiliations Department of Nephrology, Graduate School of Medicine, Kyoto University, Kyoto, Japan, Institute for the Advanced Study of Human Biology (ASHBi), Kyoto University, Kyoto, Japan

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• Yasushi Okuno

  Roles Project administration, Supervision, Writing – review & editing

  * E-mail: okuno.yasushi.4c@kyoto-u.ac.jp

  Affiliation Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan

  https://orcid.org/0000-0003-3596-4208

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