MétaCan
Menu
Back to cohort
Record W4408676353 · doi:10.1007/978-3-031-82524-8_1

Traveling Reforms from a Comparative, Transnational, and Global Perspective

2025· book-chapter· en· W4408676353 on OpenAlexaboutno aff
Gita Steiner‐Khamsi

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicSocial Policy and Reform Studies
Canadian institutionsnot available
Fundersnot available
KeywordsPerspective (graphical)Political scienceEconomic geographyEconomic systemGeographyEconomicsComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Abstract This chapter traces school reform trends over the period 1960–2025. It illustrates how the current reform began to take shape in the 1990s. It began first with a bundle of policies related to school-based management, choice, and privatization (summarized as school autonomy). A decade later, due to the detrimental effects of the neoliberal reform on equity and quality, a second bundle of policies was added that introduced standardized curricula, tests, and other performance evaluations (summarized as accountability). In the final stage, a full-fledged reform package circulated worldwide as a global script, featuring a particular theory of change, preferred policy instruments to induce and sustain change, and a specific mix of policies. Verger and his associates (Autonomous University of Barcelona) labeled the script School-Autonomy-with-Accountability (SAWA). The macroscopic preoccupation with international trends, presented in this chapter, has greatly benefited from research conducted by Patricia Bromley (Stanford University), Rie Kijima (University of Toronto), and their associates. They categorized and summarized over 10,000 policy documents that international organizations collected from almost every country and made publicly available in the World Education Reform Database. They convincingly show that the peak of the neoliberal era was 1992–2008.

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)0.001
metaresearch head score (Gemma)0.001
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: Empirical · Consensus signal: none
Teacher disagreement score0.011
Threshold uncertainty score0.055

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.005
Science and technology studies0.0020.004
Scholarly communication0.0050.005
Open science0.0000.002
Research integrity0.0010.002
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 head0.069
GPT teacher head0.379
Teacher spread0.310 · 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
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 topicSocial Policy and Reform StudiesFrench-language works237,207