MétaCan
Menu
Back to cohort
Record W4415295374 · doi:10.7202/1119992ar

Art Education in a Transitional Moment: Bridging Academic Theory and Field Practices, Reflecting on Two Decades and Envisioning the Future

2025· article· en· W4415295374 on OpenAlexaboutno aff
Marie-Pier Viens, David LeRue

Bibliographic record

Venue˜The œCanadian art teacher. · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicArt Education and Development
Canadian institutionsnot available
Fundersnot available
KeywordsBridging (networking)Field (mathematics)Visual arts educationBridge (graph theory)Critical theoryHigher educationEducation theoryStudent engagement

Abstract

fetched live from OpenAlex

This article examines the evolution of art education in Canada over the past two decades, highlighting the shift from skills-based approaches to broader methodologies centered on “arts-thinking,” integrating visual culture, social justice, and research-creation. Despite these theoretical advancements, the authors observe a disconnect between academic discourse and practical application in schools and communities. To bridge this gap, art educators Marie-Pier Viens and David LeRue share their experiences integrating theory and practice in their respective teaching contexts. Viens discusses collaborative project-based learning in secondary schools, in connection with community artists, emphasizing the development of essential skills and engagement with contemporary issues through art. LeRue explores community-based art education, addressing its potential for fostering arts-thinking among diverse populations outside traditional academic settings. The authors propose closer ties between theory and practice to provide learners with critical thinking skills necessary to engage in contemporary artistic discourse.

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)0.000
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: none
Teacher disagreement score0.867
Threshold uncertainty score0.863

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.031
GPT teacher head0.339
Teacher spread0.308 · 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 designNot applicable
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 venue˜The œCanadian art teacher.Same topicArt Education and DevelopmentFrench-language works237,207