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Updated: Jul 23, 2025

Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
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识别帕金森病初期痴呆症的关键多模式预测因素:机器学习分析和树SHAP解释

G Peggy McFall1,2, Linzy Bohn1,2, Myrlene Gee3

  • 1Department of Psychology, University of Alberta, Edmonton, AB, Canada.

Frontiers in aging neuroscience
|July 17, 2023
PubMed
概括

机器学习在帕金森病 (PD) 患者中确定了关键的痴呆风险因素. 在PD中早期检测认知衰退是可能的,使用来自运动,认知和分子领域的多模式预测器.

关键词:
帕金森病是帕金森氏症的一种疾病.树 SHapley 添加剂 扩张 扩张生物标志物 生物标志物痴呆症 痴呆症是一种痴呆症.随机森林分类器随机森林分类器有关风险因素的风险因素.

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