‘Abandoning’ farms in search of food: food remittance and household food security in Ghana
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 paper examines the important place of food remittances in the context of household food security in the Upper West Region (UWR) of Ghana against a backdrop of rapid environmental change and accelerating rural poverty. Findings from in-depth interviews conducted in the UWR show a tendency toward increased dependence of rural poor families on food remittance as a strategy for coping with chronic household food insecurity amidst poverty, changing patterns of rainfall and declining soil fertility. In addition, the study also shows that while food remittance entailed spatial dispersion of the household in a context where certain household members migrate to distant agricultural-rich hinterlands, engage in migrant farming and remit agricultural produce back home, the strategy nonetheless leads to the strengthening of familial and kinship ties. The study concludes by making relevant policy recommendations that would improve household livelihood security.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| 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