Osoyoos Nk'Mip Cellar in British Columbia. Pratica vinicola tra negoziazioni di autogoverno e comprensione multisensoriale e incorporata del consumo del vino
Bibliographic record
Abstract
This contribution focuses on Osoyoos Nk'Mip Cellar, an indigenous winery in British Columbia. Specifically, this study has highlighted the possibility of overcoming the classic dichotomy, often present in anthropological studies focused on agricultural practices, between a subsistence system and an industrial agricultural production. In particular, the productive and cultural context of Osoyoos Nk'Mip Cellar allowed joining, within the same investigation, issues related to the actions of indigenous self-determination against the Canadian government, which proved to be an important factor of attraction for visitors particularly sensitive to the issues of political recognition of native Canadian groups. To these considerations is also added the preference of consumers towards particular wines, such as Icewine, which also allowed the investigation of the consumption experiences of visitors in the winery.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".