ArticleHeliyon2025
Microlearning beyond boundaries: A systematic review and a novel framework for improving learning outcomes.
Article in Heliyon, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
12 citing papers in PubMed.
- Microlearning in medical histology: a longitudinal evaluation of faculty-created five-minute videos using five theoretical frameworks and Kirkpatrick assessment.BMC medical education · 2026Article
- The Historical Evolution of Microlearning in Health Professions Education: Bibliometric Analysis.JMIR medical education · 2026Article
- Learning via short videos impairs memory accuracy and reduces brain synchrony.Communications psychology · 2026Article
- A survey of health professions learners' attitudes towards social media in medical education: a substance use disorders education case study.BMC medical education · 2026Article
- Evaluating Microlearning for Faculty Development in Medical Education: Mixed Methods Pilot Study.JMIR medical education · 2026Article
- Democratizing computational skills: evaluating an asynchronous microlearning framework for cloud-based data analytics in health services research.Frontiers in public health · 2026Article
- Improving understanding of social prescribing by potential referrers.Frontiers in public health · 2026Article
- Text Message (SMS) Microlearning for Tobacco Use Disorder: Pre-Post Pilot Study of Clinician Confidence.JMIR medical education · 2025Article
- The MIND model a microlearning AI-integrated instructional design for enhanced learning outcomes.Scientific reports · 2025Article
- A dual hesitant fuzzy entropy-TOPSIS framework for multi-criteria evaluation of medical E-learning systems.Scientific reports · 2025Article
- Impact of Learning Motivation and Presentation Modalities on Cognitive Load and Learning Performance in Preoperative Digital Health Education for Older Patients With Knee Arthroplasty: Psychobehavioral Experimental Study.Journal of medical Internet research · 2025Article
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Microlearning has become increasingly popular not only in education sector but also in corporate sector in recent years. However, its definition and didactics conceptualization, integration into instruction design, and effects on learning outcomes remain largely underexplored in terms of synthesized findings. Consequently, challenges persist in clarifying microlearning definition, and didactics, and designing effective microlearning instruction to yield improved learning outcomes. To address these gaps, we analyzed 40 relevant studies following PRISMA guidelines. Based on the findings, we maintain that microlearning is an instructional approach that delivers targeted, action-oriented, bite-sized content to achieve specific objectives within a short period, typically within a few seconds or minutes. The most important findings from the reviewed studies indicate that microlearning has positive impact on learning outcomes. The key learning outcomes identified, categorized according to Bloom's Taxonomy, include cognitive (knowledge acquisition, retention, improvement, recall, transfer, and application as well as critical thinking, problem-solving, professional, feedback and self-regulation skills, core competencies such as digital and pedagogical competence, and performance like test performance), behavioural (presentation skills development, task or work performance, higher completion rates, behavioural patterns, engagement, and collaboration), and affective (positive perceptions and attitudes, increased motivation, satisfaction, and improved self-efficacy). Based on Andragogy in Practice Model, Bloom's Taxonomy, and Sweller's CLT, we proposed a novel microlearning instructional design framework consisting of three integral components-differences consisting of individual, situational, and subject differences; guiding principles including specific-objective, bite-sized content, appropriate timeframe, interactive and engaging content, personalization, and selecting appropriate delivery medium and mode; and learning outcomes (cognitive, behavioural and affective). The proposed framework aims to integrate microlearning into instruction to improve learning outcomes. Educators, instruction designers, and policymakers can use the framework to design microlearning instruction to improve learning outcomes.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.