Predicting mortality dynamics in cancer patients: A machine learning approach to pre-death events

• Tatsuki Yamamoto ,

  Roles Data curation, Formal analysis, Investigation, Software, Validation, Writing – original draft

  ¶☯ These authors contributed equally to this work and are considered co-first authors.

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

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• Minoru Sakuragi ,

  Roles Conceptualization, Data curation, Investigation, Methodology, Writing – review & editing

  ¶☯ These authors contributed equally to this work and are considered co-first authors.

  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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• Yuzuha Tuji,

  Roles Formal analysis, Investigation, Validation, Writing – review & editing

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

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• Yuji Okamoto,

  Roles Conceptualization, Methodology, Software, Writing – review & editing

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

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• Eiichiro Uchino,

  Roles Data curation, 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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• Motoko Yanagita,

  Roles Resources, 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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• Manabu Muto,

  Roles Resources, Supervision, Writing – review & editing

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

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• Mayumi Kamada,

  Roles Conceptualization, Methodology, Supervision, Writing – review & editing

  Affiliations Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan, Department of Data Science, School of Frontier Engineering, Kitasato University, Kanagawa, Japan

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• Yasushi Okuno

  Roles Conceptualization, Funding acquisition, Project administration, Resources, 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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