Evidence map›Paper›PMID 42229886›Full record

Observational studyJMIR medical education2026

Learning Participation and Performance Among Social and Academic Learners in a Nursing Massive Open Online Course: Retrospective Cohort Study.

Jianqing Zeng, Kun Li, Wenxuan Wang, Lingjun Xiao, Yingmin Wang, Xinghui He, Yonghong Qing, Jingjing Xue, Lirong Zhong, Tiebin Yan and 1 more

Abstract readObservational Study
In one paragraph

Observational study in JMIR medical education, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Jianqing Zeng *School of Nursing, Sun Yat-sen University, Guangzhou, China.ORCID 0009-0009-8900-1088
Kun Li *School of Nursing, Sun Yat-sen University, Guangzhou, China.ORCID 0000-0002-0092-7178
Wenxuan WangSchool of Nursing, Sun Yat-sen University, Guangzhou, China.ORCID 0000-0003-0171-7639
Lingjun XiaoSun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.ORCID 0009-0001-0064-9526
Yingmin WangSun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.ORCID 0000-0003-2727-0134
Xinghui HeSun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.ORCID 0000-0002-9512-1301
Yonghong QingSun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.ORCID 0009-0001-7542-0339
Jingjing XueSun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.ORCID 0000-0002-5021-7959
Lirong ZhongSun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.ORCID 0000-0002-8579-1918
Tiebin YanSun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.ORCID 0000-0002-0489-5142
Xiuyuan ZhengSun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.ORCID 0000-0003-2042-1278

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMassive open online courses (MOOCs) are increasingly used in nursing education, attracting learners with diverse participation modes. Social learners (self-directed) enroll voluntarily based on personal interests, while academic learners (institution-directed) are mandated by nursing schools, with performance linked to grades. Existing literature shows that academic learners outperform social learners in MOOCs, but evidence is scarce on whether this performance gap stems from distinct participation patterns shaped by institutional requirements.

objectiveWe sought to compare participation typologies between social and academic learners using latent class analysis (LCA) and assess their association with learning outcomes.

methodsA retrospective analysis was conducted of 8222 students enrolled in a rehabilitation nursing MOOC from 2021 to 2022. Learners were classified by topic test participation frequency via LCA, and their distributions and scores were statistically compared.

resultsThe cohort comprised 7683 (93.4%) academic and 539 (6.6%) social learners. LCA identified 3 participation types: participation-declining (93/8222, 1.1%), high-participation (6959/8222, 84.6%), and lowest-participation (1170/8222, 14.2%). The distributions of participation types differed significantly between groups (χ

conclusionsDistinct participation patterns were associated with the performance advantage of academic learners. Our findings highlight the importance of sustained participation, suggesting that MOOC instructors should provide enhanced support for voluntary learners.

Indexed as

Academic PerformanceEducation, DistanceEducation, NursingLearningStudents, NursingAcademiaCohort StudiesEducational MeasurementFemaleHumansMaleRetrospective Studiesacademic performancelatent class analysislearning participationmassive open online coursesMOOCsnursing education

Identifiers

PMID42229886
PMCPMC13273192

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Registered trials

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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.