“For us women, working is an unfulfilled dream”: Womens' wage work and food security
Bibliographic record
Abstract
abstract This article reviews the findings from two small community studies in South Africa on the experience of poor households in respect of the economic downturn, employment, and food security, with special emphasis on gender dynamics. This study was implemented by the Human Sciences Research Council and funded by Oxfam International, and sought to explore the human, social and personal experiences of the economic downturn. The study interviewed 29 households in Swedenville, a recently formed shack settlement outside of the Pretoria/Johannesburg city region that mainly comprises rural in-migrants, and in Bergpoort, a rural sending community in Mpumalanga. Most of the shack households and many of the rural households reported not being able to afford preferred foods or to eat three meals a day. The female-headed households without male partners were unable to send workers to the labour market and survived on social grants alone; they clustered at the bottom of both communities' income distributions and ...
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.010 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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".