Empowering atrial fibrillation detection with TabPFN and SHAP interpretation based on ECG-derived features: a dual-center temporal validation study

Mingming Chen; Tenglong Li; Zihan Wang; Xiaojue Fan; Haoming Xu; Yafeng Zhou; Min Hu

Empowering atrial fibrillation detection with TabPFN and SHAP interpretation based on ECG-derived features: a dual-center temporal validation study

Mingming Chen
, Tenglong Li
, Zihan Wang
, Xiaojue Fan
, Haoming Xu
, Yafeng Zhou
, Min Hu^*

^*Corresponding author for this work

AoPHA Faculty

Xi'an Jiaotong-Liverpool University
University of Liverpool
XJTLU Wisdom Lake Academy of Pharmacy
Suzhou Traditional Chinese Medicine Hospital
The Fourth Affiliated Hospital of Soochow University

Research output: Contribution to journal › Article › peer-review

Original language	English
Journal	BMC Cardiovascular Disorders
Publication status	Published - 30 Apr 2026

Access to Document

http://doi.org/10.1186/s12872-026-05936-0

Cite this

@article{9af81e5c5366497ba8b7eeb7bce5a5b2,

title = "Empowering atrial fibrillation detection with TabPFN and SHAP interpretation based on ECG-derived features: a dual-center temporal validation study",

author = "Mingming Chen and Tenglong Li and Zihan Wang and Xiaojue Fan and Haoming Xu and Yafeng Zhou and Min Hu",

year = "2026",

month = apr,

day = "30",

language = "English",

journal = "BMC Cardiovascular Disorders",

publisher = "Springer Nature",

}

TY - JOUR

T1 - Empowering atrial fibrillation detection with TabPFN and SHAP interpretation based on ECG-derived features: a dual-center temporal validation study

AU - Chen, Mingming

AU - Li, Tenglong

AU - Wang, Zihan

AU - Fan, Xiaojue

AU - Xu, Haoming

AU - Zhou, Yafeng

AU - Hu, Min

PY - 2026/4/30

Y1 - 2026/4/30

M3 - Article

JO - BMC Cardiovascular Disorders

JF - BMC Cardiovascular Disorders

ER -