MétaCan
Menu
Back to cohort
Record W4408909896 · doi:10.1080/14647893.2025.2483715

Will you dance with me, Dr E? Empowering early childhood practitioners through dance

2025· article· en· W4408909896 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.

fundA Canadian funder is recorded on the work.
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

VenueResearch in Dance Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEducation Methods and Practices
Canadian institutionsnot available
FundersLondon Community Foundation
KeywordsDanceDance educationEarly childhood educationPsychologyVisual artsEarly childhoodPedagogyArtDevelopmental psychology

Abstract

fetched live from OpenAlex

Dance education in preschool has been linked to many benefits for children’s development. However, research shows that practitioners often lack the confidence to implement such activities, as they feel they are missing substantial knowledge in this area. This paper aims to address this issue and empower practitioners to use dance as an essential tool in their teaching practice. The project did not aim to teach specific dance styles but to support practitioners to use dance as a collaborative process with children, giving them a voice. The intervention took place in four preschool classrooms over four months in South-East London. 18 practitioners participated, using the Dancing with Dr E framework on a weekly basis. Practitioners had no previous experience in dance. The intervention took place for 20–30 mins, three times per week but this was flexible. The outcomes of the intervention were measured with a short questionnaire and semi-structured interviews. Findings demonstrated the benefits of the dance intervention for practitioners’ well-being and confidence, providing opportunities for self-reflection, mindfulness, and following a child-led methodology. The sustainability of the project was confirmed, as practitioners planned to integrate it into their future practices in various ways, supporting the community and reaching a wider audience.

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)0.005
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.658
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0010.000
Scholarly communication0.0000.004
Open science0.0010.000
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 head0.099
GPT teacher head0.546
Teacher spread0.447 · 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