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Cluster analysis and visualization research on comprehensive psychological quality of undergraduate nursing students from the perspective of curriculum ideological and politics
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Yanxin XU, Jing CHEN, Xuan REN, Jiawen HUO, Rui LI, Shuyi ZHU, Aoxiang LUO
Chinese Nursing Research | 2026, 40(3) : 411 - 418
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Chinese Nursing Research | 2026, 40(3): 411-418
• Original Articles •
Cluster analysis and visualization research on comprehensive psychological quality of undergraduate nursing students from the perspective of curriculum ideological and politics
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Yanxin XU, Jing CHEN, Xuan REN, Jiawen HUO, Rui LI, Shuyi ZHU, Aoxiang LUO
Affiliations
  • 1School of Nursing, Guangdong Pharmaceutical University, Guangdong 510006 China
Published: 2026-02-10 doi: 10.12102/j.issn.1009-6493.2026.03.009
Outline
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Objective

To explore the characteristics of comprehensive psychological quality in undergraduate nursing students and to propose corresponding intervention strategies for different types of nursing students,to provide new ideas for optimizing nursing education quality and promoting comprehensive talent development.

Methods

From March to July 2024,744 full-time undergraduate nursing students from a regular university in Guangdong Province were selected as research subjects.General Information Questionnaire,Knowledge-Attitude-Practice Questionnaire on Nursing Curriculum-Based Ideological and Political Education,Professional Identity Questionnaire for Nursing Students,Jefferson Scale of Physician Empathy-Nursing Student Version,the Meaning in Life Questionnaire,Learning Burnout Scale for College Students were used to investigated.SPSS 26 and Python software were used to process data.K-means algorithm was applied for cluster analysis.Scatter plots were drawn for visualization analysis.The relationships among relevant variables between different types of nursing students were explored based on the differences in comprehensive psychological quality.

Results

Undergraduate nursing students were categorized into three types:passive burnout type(29.7%),moderate balance type(44.6%),and active engagement type(25.7%).There were significant differences among different types of undergraduate nursing students in terms of curriculum ideological and politics knowledge-belief-behavior,professional identity,learning burnout,sense of meaning in life,and empathy(P<0.001).Visualization analysis showed that curriculum ideological and politics knowledge-belief-behavior was correlated with the comprehensive psychological characteristics of undergraduate nursing students(P<0.001).

Conclusions

There are differences in curriculum ideological and politics knowledge-belief-behavior,professional identity,learning burnout,meaning in life and empathy among different types of nursing students.Personalized intervention strategies should be developed for different types of nursing students to optimize teaching effects and to promote the comprehensive development of nursing talents.

undergraduate nursing students  /  cluster analysis  /  curriculum ideological and politics  /  comprehensive quality  /  nursing education
许燕昕, 陈静, 任璇, 霍佳雯, 李瑞, 朱淑仪, 罗翱翔. 课程思政视角下护理本科生综合心理素质的聚类分析与可视化研究. 护理研究, 2026 , 40 (3) : 411 -418 . DOI: 10.12102/j.issn.1009-6493.2026.03.009
Yanxin XU, Jing CHEN, Xuan REN, Jiawen HUO, Rui LI, Shuyi ZHU, Aoxiang LUO. Cluster analysis and visualization research on comprehensive psychological quality of undergraduate nursing students from the perspective of curriculum ideological and politics[J]. Chinese Nursing Research, 2026 , 40 (3) : 411 -418 . DOI: 10.12102/j.issn.1009-6493.2026.03.009
Year 2026 volume 40 Issue 3
49
20
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doi: 10.12102/j.issn.1009-6493.2026.03.009
  • Receive Date:2024-12-01
  • Online Date:2026-10-28
  • Published:2026-02-10
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  • Received:2024-12-01
  • Revised:2025-11-09
Affiliations
    1School of Nursing, Guangdong Pharmaceutical University, Guangdong 510006 China

Corresponding:

LUO Aoxiang, E-mail:
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表12种不同金属材料的力学参数
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Family
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Number of
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Number of
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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