Evidence map›Paper›PMID 42768425›Full record

ArticleNursing open2026

Assessing Collaborative Learning Profiles in Nursing and Medical Students: Preliminary Development and Exploratory Validation of the Attitudes Toward Collaborative Learning Scale.

Shih-Tzu Huang, Mei-Chen Kuo, Yu-Min Huang, Chiou-Fang Liou

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Article in Nursing open, 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

4 authors.

Shih-Tzu HuangCollege of Nursing, Department of Nursing and Graduate Institute of Nursing, Asia University, Taichung, Taiwan.
Mei-Chen KuoDepartment of Nursing, Cardinal Tien Junior College of Healthcare and Management, New Taipei, Taiwan.ORCID https://orcid.org/0000-0001-5685-6981
Yu-Min HuangDepartment of Statistic, Tunghai University, Taichung City, Taiwan.ORCID https://orcid.org/0000-0003-3499-5029
Chiou-Fang LiouCollege of Medicine, Department of Nursing, Chung Shan Medical University, Taichung, Taiwan.ORCID https://orcid.org/0000-0001-8066-455X

Funding

Ministry of Science and Technology, Taiwan
6 · The paper itself

Abstract

aimsTo develop and preliminarily validate the Attitudes Toward Collaborative Learning Scale (ATCLS) and characterize profiles of collaborative learning attitudes among nursing and medical students.

designAn exploratory cross-sectional quantitative study. REVIEW

methodsParticipants completed the ATCLS. Reliability and construct validity were evaluated using internal consistency and confirmatory factor analysis. Separate hierarchical and K-means cluster analyses were conducted for nursing and medical students. One-way analysis of variance with Games-Howell post hoc comparisons characterized differences among clusters identified separately within each discipline. DATA SOURCES: Data were collected from 199 nursing and 50 medical students at two universities in Central Taiwan between October 2018 and August 2020.

resultsDistinct patterns of collaborative learning attitudes were observed across the separately identified nursing and medical student profiles. The Learning from Peer Interaction dimension demonstrated stronger measurement properties than the Task Engagement dimension. Cluster differences further characterized heterogeneity in collaborative learning attitudes within each discipline.

conclusionThe findings provide preliminary evidence supporting the development and exploratory validation of the scale and suggest heterogeneity in collaborative learning attitudes. The profiles require further validation in larger and more diverse samples. IMPLICATIONS FOR THE PROFESSION AND/OR PATIENT CARE: Recognizing variability in collaborative learning attitudes may help nurse and medical educators tailor strategies to support collaborative and interprofessional learning. IMPACT: Collaborative learning attitudes were heterogeneous within nursing and medical student groups, supporting a profile-based perspective rather than assuming uniform attitudes toward collaborative learning. REPORTING

methodThis study adhered to the Strengthening the Reporting of Observational Studies in Epidemiology guidelines. NO PATIENT OR PUBLIC CONTRIBUTION: Patients or members of the public were not involved because participants were university students.

Indexed as

Attitude of Health PersonnelCooperative BehaviorLearningPsychometricsStudents, MedicalStudents, NursingAdultCross-Sectional StudiesFemaleHumansMaleReproducibility of ResultsSurveys and QuestionnairesTaiwanYoung Adultcluster analysiscollaborative learningconfirmatory factor analysisinterprofessional educationnursing education

Identifiers

PMID42768425
PMCPMC13594392

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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.