Trends of Agricultural Feminisation in Kastoria, Greece
Bibliographic record
Abstract
The paper tests hypotheses regarding the relationship between husbands’ pluriactivity and women’s integration in the agricultural occupation in terms of feminization of agricultural decision-making and institutional feminization; and between farm size and women’s integration in the agricultural occupation with a population of active women farmers in the province of Kastoria. The data do not support either of the two hypotheses, thus indicating that women’s integration in the agricultural occupation can occur not only among smallholders but as well as among large farmers (and even more among the latter) and that husbands’ full-time off-farm employment is not the sole determining factor for women’s integration in the agricultural occupation. Furthermore, the combination of large farm size with commercial agriculture seems to be positively related to women’s integration in the agricultural occupation. These findings underline the necessity to involve such active women farmers to ongoing development programs aiming to increase farmers’ competitiveness.
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How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".