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
This article focuses on the complex conceptual and practical terrain offered by the concept of ‘liberation’, both analytically and practically. It argues that liberation is best considered to be a multi-dimensional process, evoking an approach to its study (and to its practice) that would take seriously its resonance, for purposes of the analysis of Africa, as implicating struggle on the levels of race, class, gender, and (democratic) voice. The article then seeks, with special reference to South Africa, to suggest the costs that have accompanied a collapsing of the meaning of the term ‘liberation’ into a mere metaphor for national emancipation from colonial/quasi-colonial and racially defined rule. Comfortable as the narrowing of its definition in such a way may be to the domestic elites who have succeeded their former colonial rulers into possession of formal power, it leaves great scope for merely rationalising the imposition of a kind of recolonisation upon the territories concerned and ensuring the continued subordination in class, gender, and political terms of the vast mass of the ostensibly ‘liberated’ population. In sum, in both political and theoretical terms the concept ‘liberation’ must be reclaimed so as to permit both more precise scientific investigation and more militant and engaged practical work.
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 | 0.000 |
| 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 | 0.001 |
| 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