Bibliographic record
Abstract
This paper addresses epistemic violence in social science research, drawing on a multiyear study with marginalized teenagers in Old Havana, Cuba to articulate an onto-epistemological approach to knowledge production that can contribute to the decoloniality of knowledge production. Building on decolonial, feminist, Indigenous, and poststructuralist theories, the heuristic presented here contributes an alternative to conventional positivist understandings of knowledge, by defining knowledge as social, created, performed and resistant, and illustrates how these theoretical tenets can be made material in research practice, in this case through the use of arts-based methods. Responding to calls to decolonize knowledge within the field of children’s geographies and adjacent disciplines, this paper addresses the attendant need to reconceptualize what counts as knowledge and identify methodological innovations to support the achievement of these changes.
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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 | 0.061 | 0.054 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.008 | 0.004 |
| Science and technology studies | 0.016 | 0.123 |
| Scholarly communication | 0.013 | 0.021 |
| Open science | 0.004 | 0.017 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.003 | 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".