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Record W4412109836 · doi:10.5334/cie.165

Strengthening Professional Collaboration and Expertise: Implementing and Sustaining a Hospital School Community of Practice

2025· article· en· W4412109836 on OpenAlexaffabout
Miranda Field, Heather Lewis

Bibliographic record

VenueContinuity in Education · 2025
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsUniversity of Regina
Fundersnot available
KeywordsCommunity of practiceProfessional developmentEngineering ethicsMedical educationSociologyPedagogyPublic relationsPolitical scienceMedicineEngineering

Abstract

fetched live from OpenAlex

This practice-based intervention paper describes the design and implementation of a Community of Practice (CoP) intervention for hospital school professionals across three hospital sites in Saskatchewan, Canada. The intervention consisted of four structured sessions per academic year, two mandatory and two optional, offered during school division professional development days. Each session included facilitated dialogue, guest speakers, collaborative planning, and resource sharing tailored to the realities of hospital-based and inclusive education. Structured using Wenger's theory of social learning and reported following the GREET (Guideline for Reporting Evidence-based practice educational interventions and Teaching) framework, the CoP was conducted from September 2016 through June 2021. It involved elementary and secondary teachers from hospital schools, complex needs programs, mainstream schools, and student teachers, totaling between 7 and 11 participants annually. The intervention aimed to address the unique professional development needs of hospital teachers, mitigate professional isolation, enhance interdisciplinary collaboration, and support evidence-informed practices tailored to students aged 5-17 with complex medical and mental health needs. Data were collected through attendance records, facilitator notes, participant feedback, and reflective forms. Analysis employed a thematic approach using deductive alignment with predefined learning objectives and inductive methods to identify themes. Results indicated the CoP effectively fostered relational trust, professional renewal, adaptable resource co-creation, and sustained engagement despite systemic and bureaucratic constraints. Knowledge translation efforts included podcast interviews, conference presentations, and field trips to showcase and disseminate the CoP model. Recommendations include integrating robust evaluation frameworks at the intervention outset. This intervention provides valuable insights for replicating CoP models, the intervention, within similar interdisciplinary education-healthcare contexts.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.021
metaresearch head score (Gemma)0.027
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.037
Threshold uncertainty score0.112

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.027
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0110.006
Scholarly communication0.0050.004
Open science0.0060.017
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0040.001

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 head0.011
GPT teacher head0.453
Teacher spread0.442 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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 routes2
Has abstractyes

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