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Record W4412382022 · doi:10.1177/1356336x251350844

Exploring collective action in becoming a teacher in physical education: Understanding the development and use of signature pedagogies across teacher education contexts

2025· article· en· W4412382022 on OpenAlexaff
Mats Hordvik, Stephanie Beni, Mikael Quennerstedt

Bibliographic record

VenueEuropean Physical Education Review · 2025
Typearticle
Languageen
FieldHealth Professions
TopicPhysical Education and Pedagogy
Canadian institutionsWilfrid Laurier University
FundersErasmus+
KeywordsPhysical educationAction (physics)PedagogyTeacher educationMathematics educationPsychologySociology

Abstract

fetched live from OpenAlex

Researchers have highlighted the urgent need for large-scale international collaborative research projects between teacher education and school physical education (PE) to develop practices and understandings that address the grand challenges facing the field ( MacPhail and Lawson, 2021 ). In response, this article outlines and illustrates the design and methodology of an international project built on collaboration among PE teacher educators, in-service teachers, and pre-service teachers (PSTs). This collaborative work aimed to explore the development and use of signature pedagogies as collective action across diverse PE teacher education contexts, including both initial teacher education and continuous professional development in five European countries. This article serves two purposes. First, it presents a design for international collaborative research between school PE and teacher education, with a specific focus on signature pedagogies in PE teacher education. Second, it illustrates the methodological approach, detailing the research methods used to explore signature pedagogies across varied international contexts. In so doing, the article contributes to the field by offering a framework for designing international research that engages with collective action and pedagogical innovation. We advocate for research designs that employ robust methodologies, clearly defined analytical frameworks, and transparent procedures. Such designs are essential for conducting large-scale international collective action projects involving teacher educators, in-service teachers, and PSTs from diverse PE teacher education contexts. We argue that these elements are critical for scaling up research in the field and for supporting the development, adaptation, and use of signature pedagogies across educational settings.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.699
Threshold uncertainty score0.939

Codex and Gemma teacher scores by category

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

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 head0.444
GPT teacher head0.535
Teacher spread0.091 · 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 designOther design
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

Citations2
Published2025
Admission routes1
Has abstractyes

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