Satisfaction and related factors of family rehabilitation of Traditional Chinese Medicine in Shanghai using ordinal logistic regression model and decision tree model
10.3969/j.issn.1006-9771.2022.10.006
- VernacularTitle:基于有序Logistic回归与决策树的上海市中医家庭康复满意度调查及影响因素分析
- Author:
Yuhong HU
1
;
Minghui ZHANG
1
;
Xiaoqing BAO
2
;
Wei SUN
3
;
Yong BAO
3
;
Lijun GUO
1
Author Information
1. Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
2. Shanghai Shenkang Hospital Management Center, Shanghai 200041, China
3. Health Communication Development Center, Shanghai Jiaotong University, Shanghai 200030, China
- Publication Type:Journal Article
- Keywords:
family rehabilitation;
community rehabilitation personnel;
service satisfaction;
ordinal logistic regression;
decision tree
- From:
Chinese Journal of Rehabilitation Theory and Practice
2022;28(10):1159-1168
- CountryChina
- Language:Chinese
-
Abstract:
ObjectiveTo investigate the satisfaction of rehabilitation staff in community health service institutions in Shanghai on family rehabilitation of Traditional Chinese Medicine (TCM), and explore the related factors. MethodsFrom August to October, 2021, a questionnaire survey was conducted among 173 rehabilitation workers from 36 community health service institutions in Shanghai by using a phased random cluster sampling method. Spearman correlation analysis was used to explore the related factors of TCM family rehabilitation satisfaction, and ordinal logistic regression model and decision tree model were used to analyze the independent related factors of TCM rehabilitation service satisfaction. ResultsAmong the 173 rehabilitation professionals, 85 (49.1%) were satisfied with the development of family rehabilitation of TCM, 83 (48%) were generally satisfied, and only 5 (2.9%) were dissatisfied. Family rehabilitation satisfaction of TCM was negatively correlated with expected monthly income (r = -1.169, P = 0.026), and was postively correlated with working environment, personnel assessment mechanism, promotion mechanism, application of knowledge in work, development prospect, understanding of western medicine family rehabilitation, and satisfaction of western medicine family rehabilitation (r > 0.268, P < 0.05). Ordinal logistic regression results showed that the promotion mechanism (OR = 0.033, 95%CI 0.003 to 0.341) and the satisfaction of family rehabilitation in western medicine (OR = 0.030, 95%CI 0.006 to 0.150) were independent related factors of community rehabilitation professionals' satisfaction on TCM family rehabilitation. The decision tree model showed consistent result with ordinal logistic regression. ConclusionMore than half of the community rehabilitation professionals in Shanghai are still satisfied with TCM family rehabilitation at the general level or below. It is suggested to improve the capacity of Chinese and western medicine combined rehabilitation, increase the training of in-service rehabilitation personnel, optimize the salary system, broaden the promotion channels, improve the working environment, strengthen the publicity of family rehabilitation, and explore the implementation mechanism of family rehabilitation.