ArticleBMC medical education2024
Cognitive load theory in workplace-based learning from the viewpoint of nursing students: application of a path analysis.
Article in BMC medical education, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.
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Who cites it
17 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Effects of an AI-enhanced BOPPPS teaching model in nursing courses: a meta-analysis of randomized controlled trials.Frontiers in medicine · 2026Pooled it
- Comparing the effects of sitting meditation and body scan on working memory in undergraduate healthcare students: a single-blind randomised trial.BMC psychology · 2026Trial
- A quasi-experimental crossover study on student engagement and performance in a gamified team-based learning module in physiology.Medical education online · 2026Article
- Mapping the evidence on artificial intelligence-based clinical decision support systems for undergraduate nursing students: a scoping review protocol.JBI evidence synthesis · 2026Article
- Network analysis of smartphone addiction, attentional control, and learning adaptation among nursing undergraduates.BMC medical education · 2026Article
- Programme-level redesign and student outcomes in specialist post-registration ophthalmic nursing education: a cohort study.BMC medical education · 2026Observational
- Transition shock, emotion regulation and imposter phenomenon among nursing interns: a cross-sectional study.BMC nursing · 2026Article
- Applying Cognitive Load Theory to Improve Instructional Efficiency and Learner Experience in Current Good Manufacturing Practices Training for Pharmacists.Pharmacy (Basel, Switzerland) · 2026Article
- A structured teaching module for postoperative follow-up in urology residency training: development and evaluation of an IMDB-based educational tool.BMC medical education · 2026Article
- Article
- Game-based blended learning versus traditional lecture for evidence-based medicine (EBM) competencies in undergraduate medical students: a quasi-experimental study.BMC medical education · 2026Article
- Game-Based Medical Education: Learning Effects of an Interdisciplinary and Interprofessional Escape Room.Medical science educator · 2026Article
- Optimizing cognitive load in digital nursing education: the role of pre-academic performance and material modalities.BMC medical education · 2026Article
- Task complexity and AI dependency among college students: the mediating roles of cognitive load, future anxiety, and task motivation.BMC psychology · 2026Article
- Medical students' perceptions of the effectiveness of module study guides: a mixed-methods study in Saudi Arabia.Frontiers in medicine · 2026Article
- Holopatient technology in nursing education: a cross-sectional analysis of student and faculty perceptions.BMC nursing · 2025Article
- Impact of multiple educational technologies on well-being: the mediating role of digital cognitive load.BMC nursing · 2025Article
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3 authors.
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No grant is acknowledged in the PubMed record.
Abstract
purposeThe present study aimed to test the relationship between the components of the Cognitive Load Theory (CLT) including memory, intrinsic and extraneous cognitive load in workplace-based learning in a clinical setting, and decision-making skills of nursing students.
methodsThis study was conducted at Shahid Sadoughi University of Medical Sciences in 2021-2023. The participants were 151 nursing students who studied their apprenticeship courses in the teaching hospitals. The three basic components of the cognitive load model, including working memory, cognitive load, and decision-making as the outcome of learning, were investigated in this study. Wechsler's computerized working memory test was used to evaluate working memory. Cognitive Load Inventory for Handoffs including nine questions in three categories of intrinsic cognitive load, extraneous cognitive load, and germane cognitive load was used. The clinical decision-making skills of the participants were evaluated using a 24-question inventory by Lowry et al. based on a 5-point scale. The path analysis of AMOS 22 software was used to examine the relationships between components and test the model.
findingsIn this study, the goodness of fit of the model based on the cognitive load theory was reported (GIF = 0.99, CFI = 0.99, RMSEA = 0.03). The results of regression analysis showed that the scores of decision-making skills in nursing students were significantly related to extraneous cognitive load scores (p-value = 0.0001). Intrinsic cognitive load was significantly different from the point of view of nursing students in different academic years (p = 0.0001).
conclusionThe present results showed that the CLT in workplace-based learning has a goodness of fit with the components of memory, intrinsic cognitive load, extraneous cognitive load, and clinical decision-making skill as the key learning outcomes in nursing education. The results showed that the relationship between nursing students' decision-making skills and extraneous cognitive load is stronger than its relationship with intrinsic cognitive load and memory Workplace-based learning programs in nursing that aim to improve students' decision-making skills are suggested to manage extraneous cognitive load by incorporating cognitive load principles into the instructional design of clinical education.
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