The Development of Working-class Organic Intellectuals in the Canadian Black Left Tradition: Historical Roots and Contemporary Expressions, Future Directions
Bibliographic record
Abstract
This thesis explores the revolutionary adult education learning dimensions in a Canadian Black anti-racist organization, which continues to be under-represented in the Canadian Adult Education literature on social movement learning. This case study draws on detailed reflection based on my own personal experience as a leader and member of the Black Action Defense Committee (BADC). The analysis demonstrates the limitations to the application of the Gramscian approach to radical adult education in the non-profit sector, I will refer to as the Non-Profit Industrial Complex (NPIC) drawing on recent research by INCITE Women of Colour! (2007). This study fills important gaps in the new fields of studies on the NPIC and its role in the cooptation of dissent, by offering the first Canadian study of a radical Black anti-racist organization currently experiencing this. This study fills an important gap in the social movement and adult education literature related to the legacy of Canadian Black Communism specifically on the Canadian left.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.035 | 0.044 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".