De cultivateur à chef d'entreprise agricole, la transformation socioculturelle de la ferme familiale québécoise
Bibliographic record
Abstract
L'auteur présente une analyse de la transformation de la ferme familiale, et, de manière générale, de l'agriculture québécoise contemporaine, telle qu'exprimée dans les récits de quarante-huit partenaires de seize copropriétés agricoles familiales situées en milieu semi-urbain et s'adonnant à la production laitière. On constate que le changement s'est manifesté de diverses manières dans la vie des agriculteurs selon le poids des facteurs sociaux et culturels et selon l'importance du choc entre les générations quant au sens du travail. Même si les transformations plus objectives, économiques, techniques ou démographiques se sont révélées importantes, on se rend compte que les changements d'ensemble doivent être mis en rapport avec la transformation de la position sociale et professionnelle des acteurs familiaux.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".