Political Structures, Social Diversity, and Public Policy
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
Mandatory education systems form a central pillar of modern social policy sectors. For two of the countries in North America, the expansion of mass public schooling followed similar trajectories. Despite surface-level similarities, there are important differences in the two countries that require explanation. Without national intervention, the Canadian provinces have instituted similar policies fashioning a de facto national education policy framework. State and local education policy, however, demonstrates major variations that Washington has been unable to smooth out. These outcomes confound conventional institutional or societal approaches. This article calls first for a synthesis of macro-level institutional and societal factors. To unravel the sector-specific attributes, the interactive effects of meso-level policy choices must be assessed. By dividing a sector into its individual dimensions, these effects can be appreciated and coupled with the institutional and societal forces outlined above to account for the distinctive features of Canadian and American mandatory education.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.008 | 0.007 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.002 |
| 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