How Emancipatory are Canadian Radical Humanities Programs? Analyzing the Disconnect Between Institutional and Student Perspectives
Bibliographic record
Abstract
Radical humanities programs in Canada offer non-traditional adult students an entry-level university educational experience. The programs purport to better the lives of the students through university-level education. This report was spurred on by the claim that such programs are emancipatory and offer radical societal change. Working from an earlier study to understand how the experiences of people participating in such programs resonated with the fundamental concepts informing the programs, this report is a systematic dialectic organized around emancipatory education. It begins with introductory sections on emancipatory pedagogy and Canadian radical humanities programs before turning to a description of methodology and data, followed by analysis. It concludes that emancipatory pedagogy must be a space and activity that enables students to become subjects consciously aware of their context and their condition as human beings, rather than an extension of formal education that objectifies students and maintains asymmetrical power relations.
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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 | 0.004 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.022 | 0.013 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".