Explainable machine learning models for identifying mild cognitive impairment in older patients with chronic pain

Explainable machine learning models for identifying mild cognitive impairment in older patients with chronic pain

Abstract Background Mild cognitive impairment (MCI) is prevalent in older adults with chronic pain, making early detection crucial for dementia prevention and healthy aging. This study aimed to determine MCI risk factors in older patients with chronic pain and to develop 9 machine learning models to...

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Bibliographic Details
Main Authors: Xiaoang Zhang, Yuping Liao, Daying Zhang, Weichen Liu, Zhijian Wang, Yaxin Jin, Shushu Chen, Jianmei Wei
Format: Article
Language:English
Published: BMC 2025-01-01
Series:BMC Nursing
Subjects:
Mild cognitive impairment
Elderly
Chronic pain
Machine learning
Prediction model
SHAP
Online Access:https://doi.org/10.1186/s12912-025-02723-8
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