Evidence map›Paper›PMID 41484892›Full record

ArticleBMC nursing2026

Bioecological attributes of learning adaptation among nursing freshmen during pandemic-induced isolation: a latent profile analysis.

Huanhuan Huang, Yetao Luo, Qi Huang, Zhiyu Chen, Xin Yang, Jiao Tang, Wanyu Tang, Xudong Tian

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Article in BMC nursing, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Huanhuan Huang *Center for Big Data and Intelligent Medicine, The First Hospital of Chongqing Medical University, Chongqing, China. hxuehao@126.com.
Yetao Luo *Department of Nosocomial Infection Control, Second Affiliated Hospital, Army Medical University, Chongqing, China.
Qi HuangSchool of Public Health, Chongqing Medical University, Chongqing, China.
Zhiyu ChenDepartment of Orthopedics, The First Hospital of Chongqing Medical University, Chongqing, China.
Xin YangCenter for Big Data and Intelligent Medicine, The First Hospital of Chongqing Medical University, Chongqing, China.
Jiao TangCenter for Big Data and Intelligent Medicine, The First Hospital of Chongqing Medical University, Chongqing, China.
Wanyu TangSchool of Nursing, Chongqing University of Chinese Medicine, Chongqing, China.
Xudong Tian *Department of Health Medicine, Chongqing Youth Vocational & Technical College, Chongqing, China. 18883937326@163.com.

Funding

Chongqing Municipal Education Commission'sl4th Five-Year Key Discipline Support Project 20240102
6 · The paper itself

Abstract

backgroundThe COVID-19 pandemic has significantly disrupted educational style, potentially affecting the learning adaptation of nursing freshmen who are integral to the future nursing workforce.

objectiveThis study aimed to identify distinct subgroups of nursing freshmen based on their bioecological attributes related to learning adaptation during the pandemic.

methodsA multicenter, cross-sectional study was conducted of 1170 first-year nursing students from six higher education institutions in China. Learning adaptation, resilience, parental attachment, interaction anxiety, and mobile phone addiction, were investigated. Latent Profile Analysis (LPA) was utilized to identify distinct profiles.

resultsDescriptive statistics indicated a positive level of learning adaptation among participants, with an overall mean score of 3.51 ± 0.57. LPA revealed four distinct profiles: 'Struggling Learners' (5.47%), 'Moderate Engagers' (70.60%), 'Adaptable Strivers' (18.29%), and 'Optimal Adapters' (5.64%), which demonstrated significant differences in adaptation, resilience, parental attachment, interaction anxiety, and mobile phone addiction tendencies (P < 0.05).

conclusionThe study's findings emphasize the heterogeneity in learning adaptation among nursing freshmen and the importance of considering bioecological attributes when developing educational interventions during crisis. Recognizing these profiles can guide the development of targeted strategies to enhance student adaptation and academic achievement.

Indexed as

Interaction anxietyLatent profile analysisLearning adaptationMobile phone addictionNursing educationParental attachmentResilience

Identifiers

PMID41484892
PMCPMC12866004

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.