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Record W4390782438 · doi:10.1016/j.nedt.2024.106091

Communities of practice to facilitate change in health professions education: A realist synthesis

2024· article· en· W4390782438 on OpenAlexaff
Gemma Jenkins, Claire Palermo, Alexander M. Clark, Leesa Costello

Bibliographic record

VenueNurse Education Today · 2024
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsAthabasca University
Fundersnot available
KeywordsContext (archaeology)Higher educationAllied health professionsInterpersonal communicationTracking (education)CitationTheory of changeMedical educationSociologyPublic relationsPsychologyPedagogyHealth careMedicinePolitical scienceSocial scienceGeography

Abstract

fetched live from OpenAlex

BACKGROUND: Communities of practice could contribute to transformations in health professions education to meet complex and emerging challenges. However, little is known about the underlying mechanisms of communities of practice in this setting, and how context influences outcomes. OBJECTIVE: To understand when, why and how communities of practice with health professions education faculty work to facilitate higher education change. DESIGN: A realist synthesis according to the RAMESES standards and steps described by Pawson and colleagues. REVIEW METHODS: Early scoping of the literature informed the development of an initial program theory to describe underlying assumptions about how communities of practice in higher education, implemented with health professions education faculty, were likely to work. The theory was tested and further refined through a realist synthesis. A systematic search for evidence using search terms 'faculty', 'communities of practice' and 'higher education' and related terms was supplemented with citation tracking and hand searching of significant authors and journals. Following study appraisal, data were extracted and synthesised from 21 manuscripts describing 16 communities of practice. The realist synthesis focused on identifying patterns in context-mechanism-outcome interactions, and the alignment with substantive theory. RESULTS: From the included manuscripts, ten context-mechanism-outcome configurations were identified that describe a range of individual, interpersonal and institutional outcomes of communities of practice with health professions education faculty and context-mechanism interactions that contribute to achieving these outcomes. CONCLUSIONS: This study expands theoretical understandings of how and why communities of practice work. There is value in communities of practice in the higher education sector, primarily in the field of health professions education. Communities of practice implemented in the context of complex change with participants who have a desire to participate can facilitate change in health professions education, including institutional level changes, through reflection, experiential learning and creating a shared agenda for change. Findings from this study can be used by policy and decision-makers within health education to best apply communities of practice to achieve meaningful outcomes.

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)0.001
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.855
Threshold uncertainty score0.963

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.091
GPT teacher head0.445
Teacher spread0.353 · 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; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations13
Published2024
Admission routes1
Has abstractyes

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