Efficacy of a machine learning-based approach in predicting neurological prognosis of cervical spinal cord injury patients following urgent surgery within 24 h after injury

Tomoaki Shimizu,Kota Suda,Satoshi Maki,Masao Koda,Satoko Matsumoto Harmon,Miki Komatsu,Masahiro Ota,Hiroki Ushirozako,Akio Minami,Masahiko Takahata,Norimasa Iwasaki,Hiroshi Takahashi,Masashi Yamazaki

Journal of Clinical Neuroscience（2023）

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摘要

•The ML models successfully predicted neurological outcomes of spinal cord injury.•AIS grade at admission was identified as the most important feature for the model.•Preoperative MRI findings were also identified as important features for the model.

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关键词

Cervical spinal cord injury,Machine learning,Multiclass classification,Prediction models,Neurological outcomes,Urgent surgery

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