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Record W2021460618 · doi:10.1080/10714410590963848

‘How Does Knowin’ My Business Make You Any Safer?': Critical Pedagogy in Dangerous Times

2005· article· en· W2021460618 on OpenAlexaff
Kathleen Gallagher, Philip Lortie

Bibliographic record

VenueThe Review of Education Pedagogy & Cultural Studies · 2005
Typearticle
Languageen
FieldSocial Sciences
TopicYouth Education and Societal Dynamics
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsSAFERBusinessSociologyEngineering ethicsPedagogyComputer scienceEngineeringComputer security

Abstract

fetched live from OpenAlex

The article is an account of the second year of a three-year research project titled, Drama Education, Youth, and Social Cohesion: (re)constructing identities in urban contexts, examining the experiences of youth in urban drama classrooms, and the dynamic forces of inclusion and exclusion experienced there. The researchers contemplate findings based on a methodological shift, in which they dramatically engage the students in an exploration of their pressing concerns about the school administration's new security policies. The students’ issues provide clear examples of just how far the neoliberal agenda in schools has gone and the unambiguous ways in which democracy is under attack. Implications of this experimentation are drawn for educators and researchers about the potential of attuning to students' ‘watching’ as a developing pedagogy, a form of critical engagement of the imagination, and a space for creative resistance against the school's institutional gaze.

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)0.003
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: Review · Consensus signal: none
Teacher disagreement score0.706
Threshold uncertainty score0.528

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
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 head0.061
GPT teacher head0.466
Teacher spread0.405 · 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
GenreReview

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

Citations9
Published2005
Admission routes1
Has abstractyes

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