Bibliographic record
Abstract
Innovative grape and wine industry research in a cool climate region Jim Willwerth, Assistant Professor and Researcher at the Cool Climate Oenology and Viticulture Institute (CCOVI), discusses how the Institute is supporting the transformation of Canada’s agricultural ecosystem, and a self-reliant, sustainable model for the rest of the world. Canada’s grape and wine industry contributes $11bn to the national economy each year and sustains a workforce of about 45,000 full-time equivalent employees.(1) The Canadian grape and wine industry recognized the need for research, education and outreach. All world-class wine- producing regions have research institutes to support their industry, and visionaries of the Canadian grape and wine industry wanted the same. The Cool Climate Oenology and Viticulture Institute (CCOVI) was established in 1996 at Brock University, located in the heart of the Niagara Peninsula in Ontario, Canada. It is a partnership between Brock University and key industry stakeholder groups. CCOVI is an internationally recognized research institute dedicated to the advancement of the Ontario and Canadian grape and wine industry.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| 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".