Modernising to Remain Traditional: Farm Families Maintaining a Valued Lifestyle
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 article offers three conceptualisations (a typology, a conditional matrix, and six options for farm families remaining “traditional”) useful for researching and understanding farming families, especially as they undergo or resist transitions and modernisation. These theoretical constructs are informed by tentative findings from a study of “traditional” farm families in Western Europe. The basic question asked is: How are traditional farm families, within a context of increased internationalisation of policy and markets and related agribusiness commercialisation and industrialisation, able to manage transitions and stress so that a valued lifestyle can be maintained? Case studies and biographic research were used for developing a grounded theoretical model of the process of maintaining traditional farm-family stability. The six options presented are Living Museums, Traditional with Limited Adaptations, Hobby Farming, becoming Organic or “Green”, the Swiss Solution, and the British. Solution.
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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 | 0.000 | 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