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Record W3163535243 · doi:10.5430/ijhe.v10n5p155

Postgraduate Certificate in Education Student Teachers’ Perceptions about Communities of Practice at Schools: Work Integrated Learning Reflections

2021· article· en· W3163535243 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Higher Education · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicInnovative Education and Learning Practices
Canadian institutionsnot available
Fundersnot available
KeywordsCertificateCertificate in EducationPedagogyTeacher educationPerceptionContext (archaeology)Professional learning communityProfessional developmentReflective practiceWork (physics)Student teacherQualitative researchPsychologyMedical educationMathematics educationSociologyHigher educationPolitical scienceMedicineEngineeringEducation policyGeographyEducationComputer science

Abstract

fetched live from OpenAlex

Postgraduate Certificate in Education (PGCE) student teachers participate in work-integrated learning to develop their professional skills by critically reflecting on their school experience. This study examined how PGCE student teachers perceived Communities of Practice during their work-integrated learning. This study adopted a generic qualitative research design and involved a group of PGCE student teachers at a South African university. Data, which was thematically analysed, was generated by means of reflective group discussions and summaries. The study was underpinned by the Cultural Historical Activity Theory as the underlying theoretical framework. The study revealed that student teachers perceived Communities of Practice as a sustainable and collaborative means through which their professional practices can be enhanced. In addition, Communities of Practice are viewed as an effective catalyst to strengthen school management in its broadest sense. Contextually appropriate recommendations for strengthening initial pre-service teacher training within the broader South African context are provided.

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.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.447
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.141
GPT teacher head0.505
Teacher spread0.364 · 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