Machine Learning Algorithm to Explore Patients With Heterogeneous Treatment Effects of Clinically Significant CMV Infection and Non‐Relapse Mortality After HSCT

A reliable, explainable, and interpretable ML model was developed to explore subpopulations with HTEs of csCMVi and NRM after HSCT. <b>Trial Registration</b>: The authors have confirmed clinical trial registration is not needed for this submission.

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Publication Details

Journal
eJHaem
Published
2025-08-01
DOI
https://doi.org/10.1002/jha2.70117
Citations
1
Primary Topic
Cytomegalovirus and herpesvirus research
Type
article
Field-Weighted Citation Impact
1.35

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article

Machine Learning Algorithm to Explore Patients With Heterogeneous Treatment Effects of Clinically Significant CMV Infection and Non‐Relapse Mortality After HSCT

Takashi Toya, Masatsugu Tanaka, Naoyuki Uchida, Konan Hara et al.
1 citations
eJHaem
Cytomegalovirus and herpesvirus research
1.35
article

Machine Learning Algorithm to Explore Patients With Heterogeneous Treatment Effects of Clinically Significant CMV Infection and Non‐Relapse Mortality After HSCT

Takashi Toya, Masatsugu Tanaka, Naoyuki Uchida, Konan Hara, Naoki Shingai, Shuichi Ota, Junya Kanda, Y. Nakajima, Satoshi Kaito, Keisuke Kataoka, Masao Ogata, Satoshi Yoshihara, Ayumi Taguchi, Wataru Takeda, Hiroyuki Ohigashi, Tetsuya Eto, Takahiro Fukuda, Yukiyasu Ozawa, Tetsuya Nishida, Yuta Katayama, Masashi Sawa, Yoshiko Atsuta, Satoru Takada
article en
1 citations

Abstract

A reliable, explainable, and interpretable ML model was developed to explore subpopulations with HTEs of csCMVi and NRM after HSCT. <b>Trial Registration</b>: The authors have confirmed clinical trial registration is not needed for this submission.

eJHaemVol. 6(4)
University of Arizona (US), Bunkyo University (JP), Aichi Medical University (JP), Oita University (JP), Keio University (JP), Kyoto University (JP), Kanagawa Prefectural Hospital Organization (JP), Tokyo Metropolitan Komagome Hospital (JP), Oita Medical Center (JP), Hamanomachi Hospital (JP), Hiroshima Red Cross Hospital & Atomic-bomb Survivors Hospital (JP), Sapporo Hokuyu Hospital (JP), Japanese Red Cross Nagoya Daiichi Hospital (JP), Gunma Saiseikai Maebashi Hospital (JP), Hokkaido University Hospital (JP), Anjo Kosei Hospital (JP), The Japanese Data Center for Hematopoietic Cell Transplantation (JP), Toranomon Hospital (JP), Kanagawa Cancer Center, Komazawa University (JP), Hyogo University (JP)
Japan Agency for Medical Research and Development
Good health and well-being
Openalex Percentile: Top 17%
Cytomegalovirus and herpesvirus research
1.35
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