Despite knowledge democracy and community-based participatory action research: Voices from the global south and excluded north still missing
Bibliographic record
Abstract
The primary purpose for this special issue of Action Research Journal ( ARJ) focusing on knowledge democracy, community-based participatory action research (CBPAR) was to draw attention to and raise debate about knowledge exclusion of and alternative forms of knowing in the global South as well as to bring to the fore the perspective of authors from the global South. We understand the global South to include the excluded epistemologies from the global North such as Indigenous Researchers from the First Nations People from Canada. Reflecting on the 12 submissions that were made for this special issue reveals how even within supportive knowledge and research paradigms that are meant to promote marginalized scholarships, the global South and excluded North still remains excluded.
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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 | 0.062 | 0.073 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.017 | 0.038 |
| Scholarly communication | 0.030 | 0.024 |
| Open science | 0.002 | 0.020 |
| Research integrity | 0.011 | 0.016 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".