Laboratories, Coproducers, and Venues: Roles Played by Subnational Governments in Standards-Based Reforms in Four Federations
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.
Bibliographic record
Abstract
Considerable efforts have been made to better understand how global trends toward standards-based reforms have emerged in national education systems. Less well known, however, is the unfolding of standards-based reforms within and across federal education systems. In federal systems, national governments do not make policy unilaterally, but rather share authority with multiple orders of government. Using the concept of “global forms” to explore the pervasiveness of standards-based assessments across four diverse federations (Australia, Canada, Germany, and the United States), this article aims to illuminate the roles that subnational governments play in the assemblage of standards-based education reforms. We argue that three key roles played by subnational governments are apparent in each: (1) semiautonomous laboratories of innovation, (2) coproducers of policy, and (3) venues for nongovernment actors. Our work suggests that greater attention must be paid to subnational spaces to better understand the manifestation, development, and expansion of global policy trends affecting education.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it