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Publication Name World Journal of Psychiatry
Manuscript ID 105433
Country China
Category Geriatrics & Gerontology
Manuscript Type Randomized Clinical Trial
Article Title Development and validation of screening tools for motoric cognitive risk syndrome in community settings
Manuscript Source Unsolicited Manuscript
All Author List Li-Ming Su, Bei Wu, Zhang Chen, Xiao-Yan Wang, Xin-Hua Shen, Zhu-Qin Wei, Huang Cheng and Li-Na Wang
Funding Agency and Grant Number
Funding Agency Grant Number
National Natural Science Foundation of China No. 72174061
National Natural Science Foundation of China No. 71704053
China Scholarship Council Foundation No. 202308330251
Health Science and Technology Project of Zhejiang Provincial Health Commission No. 2022KY370
Health Science and Technology Project of Zhejiang Provincial Health Commission No. 2023KY1186
Corresponding Author Li-Na Wang, PhD, Professor, School of Medicine, Huzhou University, No. 759 Erhuan East Road, Huzhou 313000, Zhejiang Province, China. 02474@zjhu.edu.cn
Key Words Community; Motoric cognitive risk syndrome; Modifiable risk factors; Prediction model; Screening tool
Core Tip The current study employed decision tree (DT) and logistic regression (LR) models to predict motoric cognitive risk (MCR) syndrome by identifying key modifiable risk factors spanning the demographic, lifestyle, and health-related domains. Feature selection was performed using the least absolute shrinkage and selection operator, with LR being used to develop a nomogram and DT being used to construct a classification tree. Both models were integrated into a user-friendly, web-based interface. This is the first known application of machine learning for predicting MCR, demonstrating that the DT model is effective in supporting community nurses and clinicians in triaging MCR due to its simplicity and interpretability.
Citation Su LM, Wu B, Chen Z, Wang XY, Shen XH, Wei ZQ, Cheng H, Wang LN. Development and validation of screening tools for motoric cognitive risk syndrome in community settings. World J Psychiatry 2025; In press
Received
2025-01-22 08:33
Peer-Review Started
2025-01-22 08:33
To Make the First Decision
Return for Revision
2025-04-03 08:42
Revised
2025-04-15 10:52
Second Decision
2025-06-13 02:42
Accepted by Journal Editor-in-Chief
Accepted by Executive Editor-in-Chief
2025-06-13 08:40
Articles in Press
2025-06-13 08:40
Publication Fee Transferred
2025-04-18 05:06
Edit the Manuscript by Language Editor
Typeset the Manuscript
ISSN 2220-3206 (online)
Open Access This article is an open-access article that was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution NonCommercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: https://creativecommons.org/Licenses/by-nc/4.0/
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