MétaCan
Menu
Back to cohort
Record W2942788354 · doi:10.11575/ajer.v64i4.56375

Neoliberal Elements in Canadian Teacher Education: Challenges and Possibilities

2017· article· fr· W2942788354 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueUniversity of Calgary · 2017
Typearticle
Languagefr
FieldSocial Sciences
TopicCritical and Liberation Pedagogy
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsNeoliberalism (international relations)SociologyInstrumentalismNarrativeHumanitiesRationalityResistance (ecology)Political scienceCritical reflectionSocial sciencePedagogyEpistemologyPhilosophyLaw

Abstract

fetched live from OpenAlex

This article offers a critical reflection of the changes experienced in teacher education across Canada in light of the neoliberal impact on educational spaces. It also seeks to disrupt the neoliberal narrative and problematize a rationality that has permeated teacher education programs. The article maintains that the neoliberal agenda is incompatible with critical educational practices. As a mode of critical resistance to educational instrumentalism, the paper offers recommendations as part of its critique on the deleterious impact of neoliberalism. Cet article offre une réflexion critique des changements découlant de l’impact néolibéral sur les milieux éducatifs qui touchent la formation des enseignants partout au Canada. L’article veut également perturber la théorie néolibérale et problématiser une rationalité qui s’est infiltrée dans les programmes de formation des enseignants. L’article affirme que le programme néolibéral est incompatible avec des pratiques éducatives cruciales. Comme élément de sa critique de l’impact néfaste du néolibéralisme, l’article propose des recommandations en guise de moyens de résistance critique à l’instrumentalisme en éducation. Mots clés : néolibéralisme, formation des enseignants justice sociale, instrumentalisme

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.595
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.033
GPT teacher head0.293
Teacher spread0.259 · 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