Cultural Studies, Indigenous Knowledge and Pedagogies of Hope
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
Notions of crisis and chaos have become the rationale for a new discourse in which empire is the logical outcome of a world no longer secure. One level at which this is manifested is in the rejection by the USA of international agreements to which it is signatory, in the demonstrated failure of the Bretton Woods system to meet its declared objectives, and in the increasingly broad and globalized resistance to globalization. Another is in the attacks on particular forms of knowledge and academic freedom by strong neoconservative elements which seek the reconstruction of societies within a particular cultural and ideological framework. In this context, the construction of pedagogies which articulate a different vision for global order has become a contested and critical task. This article argues two things: first, that the study of culture and ethnicity is vitally important in developing pedagogies for better ways of being in the world, and second, that indigenous cultural knowledge is profoundly relevant to this endeavour.
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 | 0.000 | 0.001 |
| 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 | 0.000 |
| 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