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Record W6981572924

Enabling the uptake of pedagogical innovations in physical education: The role of social media

2024· other· en· W6981572924 on OpenAlexaff

Bibliographic record

VenueBrock University Digital Repository (Brock University) · 2024
Typeother
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicProtein Interaction Studies and Fluorescence Analysis
Canadian institutionsBrock University
Fundersnot available
KeywordsSocial mediaProcess (computing)Reflection (computer programming)Social learningProfessional developmentCommunity of practiceSocial engagementActive learning (machine learning)Qualitative researchKnowledge sharing
DOInot available

Abstract

fetched live from OpenAlex

Despite the development of many promising innovations in physical education (PE), their lack of sustained use by teachers often stems from inadequate access to effective professional development (PD). Social media has the potential to serve as a platform for accessible, \nself-driven PD, supporting teachers’ ongoing learning about pedagogical innovations. The purpose of this research is to investigate the role that social media has played in enabling teachers’ uptake and sustained use of the pedagogical innovation Meaningful PE. The research is grounded in Wenger's (1998) social learning theory, which positions learning as a social process occurring through active engagement and participation within a Community of Practice (CoP). \nQualitative data were gathered from six teachers through individual semi-structured interviews. The findings reveal that social media served as a catalyst for continuous learning and reflection among PE teachers, and facilitated their uptake of Meaningful PE. The presence of experts and peers on social media platforms provided a dynamic environment for professional learning, growth, collaboration, and innovation. The formation of a CoP consisting of researchers, practitioners, and teachers on social media significantly influenced the teachers’ sustained implementation of Meaningful PE. By engaging in discussions, sharing experiences, and collaborating online, teachers were able to maintain their implementation of Meaningful PE. This collaborative, reflective, and sustainable environment aligns with the essential characteristics of effective PD, recognizing teachers as active participants within a supportive social context. \nOverall, this research provides evidence of the role that social media can play in supporting teachers’ uptake and sustained implementation of pedagogical innovations. Implications are considered for PD programs and their providers.

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)0.006
metaresearch head score (Gemma)0.017
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.010
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.017
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0030.005
Scholarly communication0.0100.009
Open science0.0010.008
Research integrity0.0020.002
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 head0.014
GPT teacher head0.239
Teacher spread0.225 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2024
Admission routes1
Has abstractyes

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