Development and validation of an interpretable machine learning model to predict malignant cerebral edema after endovascular treatment in acute anterior circulation large vessel occlusion stroke

This study developed and externally validated an interpretable machine learning model to predict the risk of MCE in patients with acute anterior circulation LVO stroke following EVT.

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Publication Details

Journal
Frontiers in Neurology
Published
2026-01-02
DOI
https://doi.org/10.3389/fneur.2025.1694030
Primary Topic
Acute Ischemic Stroke Management
Type
article
Field-Weighted Citation Impact
0.00

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Development and validation of an interpretable machine learning model to predict malignant cerebral edema after endovascular treatment in acute anterior circulation large vessel occlusion stroke

Feifeng Liu, Chen Chen, Tianrui Zhu, Hao Shen et al.
Frontiers in Neurology
Acute Ischemic Stroke Management
article

Development and validation of an interpretable machine learning model to predict malignant cerebral edema after endovascular treatment in acute anterior circulation large vessel occlusion stroke

Feifeng Liu, Chen Chen, Tianrui Zhu, Hao Shen, Hu H, Gang Li, Zhiwei Dong, Yue Zhang, Zhengyu Huang, Yanan Wang, Chenxin Jiang
article en

Abstract

This study developed and externally validated an interpretable machine learning model to predict the risk of MCE in patients with acute anterior circulation LVO stroke following EVT.

Frontiers in NeurologyVol. 16
Sichuan University (CN), West China Hospital of Sichuan University (CN), Shanghai East Hospital (CN)
Shanghai Municipal Health Commission
Openalex Percentile: Top 99%
Acute Ischemic Stroke Management
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