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Shailing Ma on Muck Rack

Shailing Ma

As seen in: Frontiers
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Articles

Clinical risk stratification of stroke caregiver distress: an interpretable nonlinear model of caregiving-load categories

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By Yingjie Zheng, Xiaohui Liu, Yuyan Yang, Jing Li, Lijun Wang, Miaomiao Chen, Shailing Ma, Ru Gan, Jiajia Lai, Yijia Qi
| Frontiers
Abstract Background: Family caregivers of stroke survivors frequently experience psychological distress. Social support and active coping may be protective, but their associations can vary across levels of caregiving load. Interpretable machine learning may help characterize such nonlinear patterns without assuming a constant linear association. Methods: This multicenter cross-sectional study included 506 family caregivers.
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