Sex-specific infarct volume associations and early prediction of language impairment progression following stroke surgery: a network approach

This multimodal model, enhanced by network analysis, accurately predicts language impairment progression and highlights preoperative consciousness as a key mediator, supporting precision stroke rehabilitation by capturing complex predictor interrelationships.

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Publication Details

Journal
Frontiers in Neurology
Published
2025-12-03
DOI
https://doi.org/10.3389/fneur.2025.1728433
Primary Topic
Machine Learning in Healthcare
Type
article
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0.00
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article

Sex-specific infarct volume associations and early prediction of language impairment progression following stroke surgery: a network approach

Zhonghai Tao, Y. Chen, Zhengbao Zhu, Guodong Li et al.
Frontiers in Neurology
Machine Learning in Healthcare
article

Sex-specific infarct volume associations and early prediction of language impairment progression following stroke surgery: a network approach

Zhonghai Tao, Y. Chen, Zhengbao Zhu, Guodong Li, Hui Zheng, Zhaoliang Wu, Shanshan Ma, Yuhan Chen, Bing Fu, Bai-Hui Luo
article en

Abstract

This multimodal model, enhanced by network analysis, accurately predicts language impairment progression and highlights preoperative consciousness as a key mediator, supporting precision stroke rehabilitation by capturing complex predictor interrelationships.

Frontiers in NeurologyVol. 16
Jiangsu University (CN), University of Science and Technology of China (CN), Zhejiang Normal University (CN), Shanghai Mental Health Center (CN), Guangdong University of Education (CN), The First People’s Hospital of Lianyungang (CN), Kangda College of Nanjing Medical University, Nanjing Medical University (CN)
Openalex Percentile: Top 80%
Machine Learning in Healthcare
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Sex-specific infarct volume associations and early prediction of language impairment progression following stroke surgery: a network approach — Zhonghai Tao, Y. Chen, et al. · Frontiers in Neurology (2025) | TGRS Research Map | TGRS