Predicting Left Ventricular Ejection Fraction Recovery After Percutaneous Coronary Intervention in Patients With Chronic Coronary Syndrome by Using Interpretable Machine Learning Models: Retrospective Study

Jiayi Ding, Guanqi Lyu, Masaharu Nakayama, Kotaro Nochioka, Jun Takahashi, Satoshi Yasuda, Tetsuya Matoba, Takahide Kohro, Naoyuki Akashi, Hideo Fujita, Yusuke Oba, Tomoyuki Kabutoya, Kazuomi Kario, Yasushi Imai, Arihiro Kiyosue, Yoshiko Mizuno, Takamasa Iwai, Yoshihiro Miyamoto, Masanobu Ishii, Kenichi Tsujita, Taishi Nakamura, Hisahiko Sato, Ryozo Nagai

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DOI: 10.2196/77839
Published: 2025-12-29
Container: JMIR Medical Informatics
Publisher: JMIR Publications Inc.
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.2196/77839,
  title = {Predicting Left Ventricular Ejection Fraction Recovery After Percutaneous Coronary Intervention in Patients With Chronic Coronary Syndrome by Using Interpretable Machine Learning Models: Retrospective Study},
  author = {Jiayi Ding and Guanqi Lyu and Masaharu Nakayama and Kotaro Nochioka and Jun Takahashi and Satoshi Yasuda and Tetsuya Matoba and Takahide Kohro and Naoyuki Akashi and Hideo Fujita and Yusuke Oba and Tomoyuki Kabutoya and Kazuomi Kario and Yasushi Imai and Arihiro Kiyosue and Yoshiko Mizuno and Takamasa Iwai and Yoshihiro Miyamoto and Masanobu Ishii and Kenichi Tsujita and Taishi Nakamura and Hisahiko Sato and Ryozo Nagai},
  year = {2025},
  journal = {JMIR Medical Informatics},
  doi = {10.2196/77839},
  url = {https://doi.org/10.2196/77839}
}

RIS

TY  - JOUR
TI  - Predicting Left Ventricular Ejection Fraction Recovery After Percutaneous Coronary Intervention in Patients With Chronic Coronary Syndrome by Using Interpretable Machine Learning Models: Retrospective Study
AU  - Jiayi Ding
AU  - Guanqi Lyu
AU  - Masaharu Nakayama
AU  - Kotaro Nochioka
AU  - Jun Takahashi
AU  - Satoshi Yasuda
AU  - Tetsuya Matoba
AU  - Takahide Kohro
AU  - Naoyuki Akashi
AU  - Hideo Fujita
AU  - Yusuke Oba
AU  - Tomoyuki Kabutoya
AU  - Kazuomi Kario
AU  - Yasushi Imai
AU  - Arihiro Kiyosue
AU  - Yoshiko Mizuno
AU  - Takamasa Iwai
AU  - Yoshihiro Miyamoto
AU  - Masanobu Ishii
AU  - Kenichi Tsujita
AU  - Taishi Nakamura
AU  - Hisahiko Sato
AU  - Ryozo Nagai
PY  - 2025
JO  - JMIR Medical Informatics
DO  - 10.2196/77839
UR  - https://doi.org/10.2196/77839
ER  -

APA

Ding, J., Lyu, G., Nakayama, M., Nochioka, K., Takahashi, J., Yasuda, S., Matoba, T., Kohro, T., Akashi, N., Fujita, H., Oba, Y., Kabutoya, T., Kario, K., Imai, Y., Kiyosue, A., Mizuno, Y., Iwai, T., Miyamoto, Y., Ishii, M., Tsujita, K., Nakamura, T., Sato, H., & Nagai, R. (2025). Predicting Left Ventricular Ejection Fraction Recovery After Percutaneous Coronary Intervention in Patients With Chronic Coronary Syndrome by Using Interpretable Machine Learning Models: Retrospective Study. JMIR Medical Informatics. https://doi.org/10.2196/77839

Source records

crossref · retrieved 2026-09-27T15:00:01.363Z