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The New Common Sense of Education: Advocacy Research versus Academic Authority

2004· article· en· W2099959738 on OpenAlexaff
Paul Shaker, Elizabeth E. Heilman

Bibliographic record

VenueTeachers College Record The Voice of Scholarship in Education · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicTeacher Education and Leadership Studies
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsRhetoricScholarshipPoliticsPublic relationsGovernment (linguistics)SociologyPolitical scienceCommon sensePublic administrationLaw

Abstract

fetched live from OpenAlex

Current education policy is increasingly controlled by partisan politicians and the corporate interests that speak through them. Attacking American education and blaming economic troubles on failing schools and low standardized test scores coalesces the rhetoric of the right and draws attention away from fundamental social and economic problems. Add to this political opportunity the economic fact that attacking K–12 education leaves this market of $732 billion vulnerable to development by corporate America. Though such attacks have been with us since A Nation at Risk, an increasingly broad array of cultural and institutional forces are at work creating a new “common sense” of education that maligns or manipulates the corpus of educational research and attacks promising practices and reforms. In addition, a new type of education scholarship has emerged that is delivered in alternative ways, funded through unorthodox sources, motivated by nonacademic purposes, and supported through direct access to media and political organizations, including the federal government. This article examines the details of the new commonsense policy and rhetoric and considers what is being lost and what educators need to do to restore to public education its position of civic and moral leadership in our society.

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)0.077
metaresearch head score (Gemma)0.091
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.982
Threshold uncertainty score0.409

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0770.091
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0070.006
Science and technology studies0.0180.201
Scholarly communication0.0350.059
Open science0.0040.018
Research integrity0.0200.021
Insufficient payload (model declined to judge)0.0080.001

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 head0.211
GPT teacher head0.488
Teacher spread0.277 · 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.

Study designTheoretical or conceptual
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

Citations34
Published2004
Admission routes1
Has abstractyes

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Same venueTeachers College Record The Voice of Scholarship in EducationSame topicTeacher Education and Leadership StudiesFrench-language works237,207