Uplift modeling to identify patients who require extensive catheter ablation procedures among patients with persistent atrial fibrillation

Uplift modeling to identify patients who require extensive catheter ablation procedures among patients with persistent atrial fibrillation

Abstract Identifying patients who would benefit from extensive catheter ablation along with pulmonary vein isolation (PVI) among those with persistent atrial fibrillation (AF) has been a subject of controversy. The objective of this study was to apply uplift modeling, a machine learning method for a...

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Bibliographic Details
Main Authors: Taiki Sato, Yohei Sotomi, Shungo Hikoso, Tetsuhisa Kitamura, Daisaku Nakatani, Katsuki Okada, Tomoharu Dohi, Akihiro Sunaga, Hirota Kida, Yuki Matsuoka, Nobuaki Tanaka, Tetsuya Watanabe, Nobuhiko Makino, Yasuyuki Egami, Takafumi Oka, Hitoshi Minamiguchi, Miwa Miyoshi, Masato Okada, Takashi Kanda, Yasuhiro Matsuda, Masato Kawasaki, Masaharu Masuda, Koichi Inoue, Yasushi Sakata, the OCVC-Arrhythmia Investigators
Format: Article
Language:English
Published: Nature Portfolio 2024-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-52976-7

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