Beyond the “special period”: land reform, supermarkets and the prospects for peasant-driven food sovereignty in post-socialist Cuba (2008–2017)
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
When Cuba’s trade-based food security strategy was threatened by the collapse of the socialist trading block in 1989–1991, the popular response of small and irregular farmers proved vital in providing a minimum food basket during the ensuing crisis. In 2008, a large-scale land reform sought to expand this development towards food sovereignty. We evaluate the reform impacts, finding that after an initial surge in 2009–2010, food production and land use have rebounded and stagnated at pre-reform levels. Peasant-led agricultural development is forestalled by inaccessibility of appropriate technologies, perceived land tenure insecurity, missing/deficient markets and competition from import-based supermarket chains.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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