MétaCan
Menu
Back to cohort
Record W4414090627 · doi:10.23977/aetp.2025.090503

Research on Knowledge Hiding Behavior of Physical Education Teachers in Primary and Secondary Schools of Hunan Province

2025· article· en· W4414090627 on OpenAlexvenueno aff

Bibliographic record

VenueAdvances in Educational Technology and Psychology · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicEducational Reforms and Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsPhysical educationContext (archaeology)Scale (ratio)Quality (philosophy)Knowledge levelTask (project management)Professional developmentTraining (meteorology)

Abstract

fetched live from OpenAlex

The knowledge concealment behavior of members of the Physical education Teacher Workshop online training seriously hinders the improvement of teachers' professional development level. Uncovering the influencing factors and behavioral logic behind knowledge concealment behavior is an urgent task to improve the quality of online training. The study focused on the knowledge concealment behaviors of members of online training workshops for physical education teachers in primary and secondary schools in Hunan Province. A total of 309 physical education teachers from 5 workshops were randomly sampled as the subjects of the survey. Social science research methods such as literature review, scale measurement, and mathematical statistics were used to study the influencing factors of knowledge hiding behavior in online training of physical education teachers' workshops in primary and secondary schools in Hunan Province. The anacedent variables of the influencing factors were summarized as self-efficacy, knowledge characteristics and context atmosphere, and participation was used as the moderating variable to explore the influence of knowledge hiding behavior in Hunan Province physical education teacher workshops, provide effective support for reasonable prevention of knowledge hiding behavior, and offer reasonable suggestions for promoting the development of Hunan Province primary and secondary school physical education teacher workshops.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.338
Threshold uncertainty score0.271

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.018
GPT teacher head0.419
Teacher spread0.401 · 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 designObservational
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 routes1
Has abstractyes

Explore more

Same venueAdvances in Educational Technology and PsychologySame topicEducational Reforms and InnovationsFrench-language works237,207