MétaCan
Menu
Back to cohort
Record W2474514160 · doi:10.2304/pfie.2014.12.4.491

When Schools Become Dead Zones of the Imagination: A Critical Pedagogy Manifesto

2014· article· en· W2474514160 on OpenAlexaff
Henry A. Giroux

Bibliographic record

VenuePolicy Futures in Education · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicEducator Training and Historical Pedagogy
Canadian institutionsMcMaster University
Fundersnot available
KeywordsManifestoIdeologyDemocracySociologyOpposition (politics)ReductionismNeoliberalism (international relations)PedagogyLawPublic administrationPolitical economyPolitical sciencePoliticsEpistemology

Abstract

fetched live from OpenAlex

This article examines the so-called new school reform movement led by a host of right-wing ideologues, billionaires, and foundations. It argues that instead of being reformers, the latter are part of a counter-revolution in American education to dismantle public schools not because they are failing but because they are public and make a claim, however deficient, to serve the public good. Not only have these non-reformers pushed for classroom practices that are utterly instrumental and reductionistic, they have turned American public schools into disimagination machines divorced from any viable notion of democratic governance and values. They kill the imagination of teachers and students by confusing education with training and teaching with mind-numbing instrumental practices. In opposition to these non-reforms, the article argues for schools as democratic public spheres and develops a theoretical architecture for developing elements of a critical pedagogy that offer a direct challenge to the notion of schools as dead zones engaged in mostly training and testing students.

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)0.015
metaresearch head score (Gemma)0.020
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.026
Threshold uncertainty score0.116

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.020
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0200.092
Scholarly communication0.0260.026
Open science0.0010.010
Research integrity0.0050.014
Insufficient payload (model declined to judge)0.0030.000

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 head0.045
GPT teacher head0.446
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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreCommentary

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

Citations93
Published2014
Admission routes1
Has abstractyes

Explore more

Same venuePolicy Futures in EducationSame topicEducator Training and Historical PedagogyFrench-language works237,207