BREAKING OUT OF CO‐OPERATION'S ‘IRON CAGE’:FROM MOVEMENT DEGENERATION TO BUILDING A DEVELOPMENTAL MOVEMENT
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
ABSTRACT: This article focuses on co‐operative movements’ role in developing new firms and sectors. In contrast to ‘developmental movements’ which secure legislative, policy, program, and promotional, financial, and technical assistance supports for co‐operative development campaigns, this paper investigates the problem of co‐operative ‘movement degeneration’ – why some movements’ developmental commitments gradually erode. The paper next investigates the project of ‘movement regeneration’ – how mature movements become reoriented toward movement goals, including fostering successful co‐operative formations. This discussion includes the role of institutional intermediaries, educational and cultural interventions, and mobilizing networks in regenerative movement action.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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