Prediction of recurrence of ischemic stroke within 1 year of discharge based on machine learning MRI radiomics.

Jianmo Liu,Yifan Wu,Weijie Jia,Mengqi Han,Yongsen Chen,Jingyi Li,Bin Wu,Shujuan Yin,Xiaolin Zhang,Jibiao Chen,Pengfei Yu,Haowen Luo,Jianglong Tu, Fan Zhou, Xuexin Cheng,Yingping Yi

Frontiers in neuroscience（2023）

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摘要

The ischemic stroke recurrence prediction model based on LightGBM achieved the best prediction of recurrence within 1 year following an AIS. The combination of MRI radiomics features and clinical data improved the prediction performance of the model.

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关键词

machine learning, radiomics, ischemic stroke, recurrence prediction, diffusion-weighted imaging

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