A Risk Prediction Model for Physical Restraints Among Older Chinese Adults in Long-term Care Facilities: Machine Learning Study
BackgroundNumerous studies have identified risk factors for physical restraint (PR) use in older adults in long-term care facilities. Nevertheless, there is a lack of predictive tools to identify high-risk individuals. ObjectiveWe aimed to develop machine learning...
Main Authors: | Jun Wang, Hongmei Chen, Houwei Wang, Weichu Liu, Daomei Peng, Qinghua Zhao, Mingzhao Xiao |
---|---|
Format: | Article |
Language: | English |
Published: |
JMIR Publications
2023-04-01
|
Series: | Journal of Medical Internet Research |
Online Access: | https://www.jmir.org/2023/1/e43815 |
Similar Items
-
Effects and implementation of a minimized physical restraint program for older adults in nursing homes: A pilot study
by: Jun Wang, et al.
Published: (2022-09-01) -
The association of biological sex and long-term outcomes in older patients with physical restraint at the emergency department
by: Laetitia Manfredini, et al.
Published: (2025-01-01) -
Educational intervention on physical restraint use in long-term care facilities – Systematic review and meta-analysis
by: Shao-Huan Lan, et al.
Published: (2017-08-01) -
Acquisition behaviours for nutrition‐related information based on a health promotion model for older adults in a long‐term care facility
by: Jing Liu, et al.
Published: (2023-09-01) -
An Application of the Theory of Planned Behavior to Predict the Intention and Practice of Nursing Staff Toward Physical Restraint Use in Long-Term Care Facilities: Structural Equation Modeling
by: Wang J, et al.
Published: (2021-03-01)