Will They Stay or Will They Go? Simulating the Dynamics of Single‐Holder Farms in a Dualistic Farm Structure in Slovakia
Bibliographic record
Abstract
This paper investigates the dynamic interplay between farm exit and entry of single‐holder farms (SF) in a dualistic farm structure in the Nitra region of the Slovak Republic. Our focus is on economic and noneconomic reasons for farm exit. The impact of varying both the likelihood of succession and the initial farm operator age distributions is studied. An agent‐based simulation model of structural change in agriculture is applied, which brings together farm‐internal and ‐external determinants and creates a set of endogenous adjustment reactions. We show that the stepwise introduction of direct payments of the Common Agricultural Policy in Slovakia has a strong impact on its structural development. In the short‐ to medium‐term, the dualistic farm structure together with a specific age structure of farms still persists as a response to the policy. The phasing‐in of payments persuades SF to stay and potential successors to enter. In the longer run, the initially heterogeneous farm structure becomes increasingly homogeneous toward larger SF. The prevalence of small SF in the medium‐ to long‐term is not necessarily a given. This may lead decision makers to reconsider the role of individual farms in rural development. Dans le présent article, nous avons étudié la relation entre l'entrée en agriculture de fermes à propriétaire unique et leur sortie dans un contexte d'agriculture dualiste dans la région de Nitra, en Slovaquie. Nous nous sommes concentrés sur les raisons économiques et non économiques qui motivent la sortie. Nous avons étudié l'impact liéà la possibilité de relève et à la répartition par âge des agriculteurs. Pour évaluer le changement structurel en agriculture, nous avons utilisé un modèle de simulation multi‐agent qui réunit les facteurs internes et externes et crée un ensemble de réactions d'adaptation endogènes. Nous avons montré que l'introduction progressive des paiements directs accordés dans le cadre de la Politique agricole commune en Slovaquie a des répercussions considérables sur son développement structurel. À court et à moyen termes, l'agriculture dualiste, combinée à la structure de l'âge des exploitations agricoles, demeure une réaction à la politique en place. La mise en place progressive des paiements persuade les exploitations à propriétaire unique de demeurer dans le secteur et encourage les successeurs potentiels à y entrer. À plus long terme, la structure agricole qui était hétérogène au départ devient de plus en plus homogène et compte de plus grandes fermes à propriétaire unique. À court et à moyen termes, la prévalence de petites fermes à propriétaire unique ne va pas nécessairement de soi. Cette situation pourrait amener les décideurs à réexaminer le rôle des exploitations individuelles dans le développement rural.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".