Explainable machine learning model reveals its decision-making process in identifying patients with paroxysmal atrial fibrillation at high risk for recurrence after catheter ablation.

Ma, Yibo; Zhang, Dong; Xu, Jian; Pang, Huani; Hu, Miaoyang; Li, Jie; Zhou, Shiqiang; Guo, Lanyan; Yi, Fu

Ma, Yibo; Zhang, Dong; Xu, Jian; Pang, Huani; Hu, Miaoyang; Li, Jie; Zhou, Shiqiang; Guo, Lanyan; Yi, Fu.

Afiliação

Ma Y; Department of Cardiology, Xijing Hospital, Air Force Medical University, 169 Changle West Road, Xi'an, 710032, Shaanxi, China.
Zhang D; Department of Cardiology, Xijing Hospital, Air Force Medical University, 169 Changle West Road, Xi'an, 710032, Shaanxi, China.
Xu J; Department of Cardiology, Xijing Hospital, Air Force Medical University, 169 Changle West Road, Xi'an, 710032, Shaanxi, China.
Pang H; Department of Cardiology, Xijing Hospital, Air Force Medical University, 169 Changle West Road, Xi'an, 710032, Shaanxi, China.
Hu M; Department of Cardiology, Xijing Hospital, Air Force Medical University, 169 Changle West Road, Xi'an, 710032, Shaanxi, China.
Li J; Department of Cardiology, Xijing Hospital, Air Force Medical University, 169 Changle West Road, Xi'an, 710032, Shaanxi, China.
Zhou S; Department of Cardiology, Xijing Hospital, Air Force Medical University, 169 Changle West Road, Xi'an, 710032, Shaanxi, China.
Guo L; Department of Cardiology, Xijing Hospital, Air Force Medical University, 169 Changle West Road, Xi'an, 710032, Shaanxi, China.
Yi F; Department of Cardiology, Xijing Hospital, Air Force Medical University, 169 Changle West Road, Xi'an, 710032, Shaanxi, China. yi12fu56@126.com.

BMC Cardiovasc Disord ; 23(1): 91, 2023 02 17.

Article em En | MEDLINE | ID: mdl-36803424

Assuntos

Fibrilação Atrial; Ablação por Cateter; Humanos; Fibrilação Atrial/diagnóstico; Fibrilação Atrial/cirurgia; Fibrilação Atrial/etiologia; Resultado do Tratamento; Estudos Retrospectivos; Fatores de Risco; Ablação por Cateter/efeitos adversos; Ablação por Cateter/métodos; Recidiva

Palavras-chave

Atrial fibrillation; Catheter ablation; Machine learning; Random forest; Shapley additive explanations

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Fibrilação Atrial / Ablação por Cateter Tipo de estudo: Diagnostic_studies / Etiology_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Revista: BMC Cardiovasc Disord Assunto da revista: ANGIOLOGIA / CARDIOLOGIA Ano de publicação: 2023 Tipo de documento: Article País de afiliação: China

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