Learning for Change: Staff Training, Leadership Development, and Union Transformation
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
This study reviews recent innovations in three countries—Canada, Great Britain, and the U.S.—toward the provision of education and training for labor’s professional staff, officials, and leaders. It highlights the overall approach and several of the initiatives adopted in each country, and then discusses some opportunities and barri-ers toward the development of this important facet of labor educa-tion. It complements recent discussions about the forms and pur-poses of labor education, in general, and current debates about the revitalization of the labor movement. The study concludes with a call for more systematic discussion of these issues and further analysis of different approaches. Tirade unions have always been faced with the necessity of responding1 to conomic, technological, labor market, legislative, and public at-titudinal pressures. Yet, as the pace of change is making these concems more acute, the demands to transform union structures and practices to
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 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