Chaojin Da , Chen Wu , Zhenying Ji , Yuxin Zhang , Nanzhu Sun , Lu Yang , Qiuyan Zhao , Wenjuan He , Yanjin Huang , Qi Wang
{"title":"基于可解释机器学习的职业院校护理专业学生不同群组表面行为的影响特征：横断面研究","authors":"Chaojin Da , Chen Wu , Zhenying Ji , Yuxin Zhang , Nanzhu Sun , Lu Yang , Qiuyan Zhao , Wenjuan He , Yanjin Huang , Qi Wang","doi":"10.1016/j.nepr.2024.104204","DOIUrl":null,"url":null,"abstract":"<div><h3>Aim</h3><div>To explore and explain the mechanisms that influence surface acting in nursing students with different characteristics.</div></div><div><h3>Background</h3><div>Nurses are now expected to deliver patient-centered care which necessitates the emotional labor. Surface acting, a form of emotional labor, can lead to negative outcomes. Given that nursing students are the backbone of the future nursing profession, there is an urgent need to investigate their surface acting tendencies and identify potential factors for early intervention.</div></div><div><h3>Design</h3><div>A cross-sectional study.</div></div><div><h3>Methods</h3><div>This study was surveyed in a vocational college in Gansu, China. Participants completed the general information questionnaire, Bem Sex Role Inventory, Professional Identity Questionnaire of Nursing Students and Surface Acting Scale. K-means cluster analysis was performed, followed by random forest algorithm and SHapley Additive exPlanations based on Python program.</div></div><div><h3>Results</h3><div>A total of 1241 nursing students from vocational college were investigated and were clustered into 4 groups. The five dimensions of professional identity had higher feature importance in all four groups, with professional self-image having the highest feature importance in Cluster 3. Professional self-image and understanding retention benefits and turnover risks were negative predictors of surface acting in all four groups. Social comparison and self-reflection, independence of career choice and social modeling regarding nursing profession were positively correlated with surface acting in specific groups. In Cluster 1, there exists a positive correlation between professional self-image and the constructs of social comparison and self-reflection; as well as a negative correlation between maternal education and understanding of retention benefits and turnover risks.</div></div><div><h3>Conclusions</h3><div>Professional identity significantly influences surface acting behaviors among nursing students, with professional self-image serving as a key negative predictor. Positive family conditions, access to educational resources, parental literacy, masculine or feminine gender roles and first-year nursing students, these traits have implications when dimensions of professional identity are used to predict surface acting behaviors.</div></div>","PeriodicalId":48715,"journal":{"name":"Nurse Education in Practice","volume":"82 ","pages":"Article 104204"},"PeriodicalIF":3.3000,"publicationDate":"2024-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Features influencing surface acting of different clusters of nursing students in vocational college based on interpretable machine learning: A cross-sectional study\",\"authors\":\"Chaojin Da , Chen Wu , Zhenying Ji , Yuxin Zhang , Nanzhu Sun , Lu Yang , Qiuyan Zhao , Wenjuan He , Yanjin Huang , Qi Wang\",\"doi\":\"10.1016/j.nepr.2024.104204\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Aim</h3><div>To explore and explain the mechanisms that influence surface acting in nursing students with different characteristics.</div></div><div><h3>Background</h3><div>Nurses are now expected to deliver patient-centered care which necessitates the emotional labor. Surface acting, a form of emotional labor, can lead to negative outcomes. Given that nursing students are the backbone of the future nursing profession, there is an urgent need to investigate their surface acting tendencies and identify potential factors for early intervention.</div></div><div><h3>Design</h3><div>A cross-sectional study.</div></div><div><h3>Methods</h3><div>This study was surveyed in a vocational college in Gansu, China. Participants completed the general information questionnaire, Bem Sex Role Inventory, Professional Identity Questionnaire of Nursing Students and Surface Acting Scale. K-means cluster analysis was performed, followed by random forest algorithm and SHapley Additive exPlanations based on Python program.</div></div><div><h3>Results</h3><div>A total of 1241 nursing students from vocational college were investigated and were clustered into 4 groups. The five dimensions of professional identity had higher feature importance in all four groups, with professional self-image having the highest feature importance in Cluster 3. Professional self-image and understanding retention benefits and turnover risks were negative predictors of surface acting in all four groups. Social comparison and self-reflection, independence of career choice and social modeling regarding nursing profession were positively correlated with surface acting in specific groups. In Cluster 1, there exists a positive correlation between professional self-image and the constructs of social comparison and self-reflection; as well as a negative correlation between maternal education and understanding of retention benefits and turnover risks.</div></div><div><h3>Conclusions</h3><div>Professional identity significantly influences surface acting behaviors among nursing students, with professional self-image serving as a key negative predictor. Positive family conditions, access to educational resources, parental literacy, masculine or feminine gender roles and first-year nursing students, these traits have implications when dimensions of professional identity are used to predict surface acting behaviors.</div></div>\",\"PeriodicalId\":48715,\"journal\":{\"name\":\"Nurse Education in Practice\",\"volume\":\"82 \",\"pages\":\"Article 104204\"},\"PeriodicalIF\":3.3000,\"publicationDate\":\"2024-11-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Nurse Education in Practice\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1471595324003330\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"NURSING\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nurse Education in Practice","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1471595324003330","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"NURSING","Score":null,"Total":0}
Features influencing surface acting of different clusters of nursing students in vocational college based on interpretable machine learning: A cross-sectional study
Aim
To explore and explain the mechanisms that influence surface acting in nursing students with different characteristics.
Background
Nurses are now expected to deliver patient-centered care which necessitates the emotional labor. Surface acting, a form of emotional labor, can lead to negative outcomes. Given that nursing students are the backbone of the future nursing profession, there is an urgent need to investigate their surface acting tendencies and identify potential factors for early intervention.
Design
A cross-sectional study.
Methods
This study was surveyed in a vocational college in Gansu, China. Participants completed the general information questionnaire, Bem Sex Role Inventory, Professional Identity Questionnaire of Nursing Students and Surface Acting Scale. K-means cluster analysis was performed, followed by random forest algorithm and SHapley Additive exPlanations based on Python program.
Results
A total of 1241 nursing students from vocational college were investigated and were clustered into 4 groups. The five dimensions of professional identity had higher feature importance in all four groups, with professional self-image having the highest feature importance in Cluster 3. Professional self-image and understanding retention benefits and turnover risks were negative predictors of surface acting in all four groups. Social comparison and self-reflection, independence of career choice and social modeling regarding nursing profession were positively correlated with surface acting in specific groups. In Cluster 1, there exists a positive correlation between professional self-image and the constructs of social comparison and self-reflection; as well as a negative correlation between maternal education and understanding of retention benefits and turnover risks.
Conclusions
Professional identity significantly influences surface acting behaviors among nursing students, with professional self-image serving as a key negative predictor. Positive family conditions, access to educational resources, parental literacy, masculine or feminine gender roles and first-year nursing students, these traits have implications when dimensions of professional identity are used to predict surface acting behaviors.
期刊介绍：
Nurse Education in Practice enables lecturers and practitioners to both share and disseminate evidence that demonstrates the actual practice of education as it is experienced in the realities of their respective work environments. It is supportive of new authors and will be at the forefront in publishing individual and collaborative papers that demonstrate the link between education and practice.
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