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Record W4415731579 · doi:10.3329/bsmmuj.v18i4.84270

Pedagogy of community-engaged research

2025· article· en· W4415731579 on OpenAlexaff
Tanvir Chowdhury Turin, Ranjan Datta, Zack Marshall

Bibliographic record

VenueBangabandhu Sheikh Mujib Medical University Journal · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHealth Policy Implementation Science
Canadian institutionsMount Royal UniversityUniversity of Calgary
Fundersnot available
KeywordsReflexivityTransformative learningConceptual frameworkCurriculumExperiential learningRelevance (law)Citizen journalismSustainability

Abstract

fetched live from OpenAlex

Community-engaged research (CEnR) has emerged as a transformative approach to knowledge co-creation, challenging academic hierarchies through equitable partnerships between communities and researchers. While much attention has been devoted to CEnR methodologies and ethics, less focus has been placed on how to effectively teach and learn its principles and practices. This paper presents a conceptual framework for CEnR pedagogy, outlining its foundational components rather than a full implementation strategy. The framework includes three interconnected elements that move beyond transmissive teaching toward transformative, learner-centered education. The first, Foundational Principles, addresses the “why” of CEnR education, emphasising epistemic humility, critical consciousness, relational competence, and ethical accountability. The second, Design Strategies, translates these principles into curriculum through capacity bridging, experiential learning, cultural responsiveness, and sustainability planning. The third, Teaching–Learning Practices, operationalises the framework through participatory teaching, community-based engagement, applied projects, reflexive practices, and contextual placement. Preparing researchers for authentic community engagement requires more than technical skills. It calls for critical reflexivity and relational accountability. We also acknowledge practical challenges, including institutional constraints and the risk of “lite pedagogy” that superficially incorporates CEnR principles without promoting genuine transformation. Safeguards include structured mentorship, reflective assessments, and co-teaching arrangements that center community voices. This conceptual pedagogical model supports learners in embodying CEnR’s core values while developing technical competencies, thereby strengthening both the integrity and societal relevance of community-engaged research. While the framework outlines strategies and methods conceptually, empirical testing, co-designed curricula, and evaluative metrics are future work that will require thoughtful investigation.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.069
metaresearch head score (Gemma)0.038
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.147
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0690.038
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0140.001
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.018
Insufficient payload (model declined to judge)0.0050.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.757
GPT teacher head0.732
Teacher spread0.025 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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