Open access
Sep 2026
Development and validation of multiple machine learning models for identifying factors associated with walking ability in ischemic stroke patients: a single-center retrospective study with SHAP approach
The ML models show preliminary promise as screening tools for early risk stratification for gait impairment in IS patients, and prioritized NLR as the top contributor.
Jian-Ying Qiu, Xiao-Guang Yang, Meng-Qi Guo et al.
· Frontiers in Neurology · 0 citations