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
ABSTRACT The term ‘ amaphara ’, possibly derived from ‘parasites’, burst into South African public culture in the 2010s to refer to petty thieves addicted to a heroin-based drug locally called whoonga/nyaope . Drawing on ethnography and media sources to interrogate the rise of ‘amaphara’, this paper argues that South Africa's heroin epidemic magnifies the attention – criticism but also sympathy – directed toward marginalised black men who have few prospects for social mobility. It locates amaphara in the national context where drug policy is largely punitive and youth unemployment rates are painfully high, but gives particular attention to families’ and communities’ experiences with intimate crimes, especially petty thefts. It further shows that amaphara is a contested term: heroin users are brothers, sons and grandchildren and they gain most of their income not from crime but by undertaking useful piece work in communities.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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