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Machine learning-based insomnia symptom risk classification model for residents of Hebei province

delete2026-07-07
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PRE
AI
Y
Yiming wang
C
Changcun Qi
X
Xueshan Cao
F
Fan Meng
Y
Yuexin Zhao
P
Pengyu Bai
J
Jianshi Song
S
Songhang Wang
B
Bo Liu *
B
Bo Song *
DOI:10.1016/j.puhe.2026.106409delete
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Abstract

Abstract

En 中文
The aim is to develop and externally validate a machine learning–based risk classification model for insomnia symptoms in a community-based population sample, and to identify and explain the main contributing factors using shapley additive explanations (SHAP).

Journal

Public Health cover
Public Health
IF:
3.2
Papers:
7.4K
Citations:
1.1W

Organization

H
Hebei Medical University
Scholars:
2.5K
Papers: 618
Citations: 4.2K
H
hebei provincial mental health center
Scholars:
22
Papers: 7
Citations: 0
H
hebei medical university third hospital
Scholars:
226
Papers: 51
Citations: 0
Cited Papers

Cited Papers

Citing Papers

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