Une approche génétique pour le contrôle des moisissures nivéales sur les verts de golf
Bibliographic record
Abstract
Au Québec, le nouveau Code de gestion des pesticides oblige les propriétaires de terrains de golf à présenter un plan de réduction des pesticides au ministère du Développement durable, de l’Environnement et des Parcs du Québec. La Coalition pour un golf responsable a pour objectif de développer un réseau visant à aider les terrains de golf du Québec à répondre aux exigences gouvernementales et à les supporter devant les problématiques environnementales présentes et futures. Un projet de recherche impliquant des chercheurs d’Agriculture et Agroalimentaire Canada, la Fondation canadienne de recherche en gazon ainsi que la Coalition pour un golf responsable a été initié en 2005 afin d’identifier des génotypes du pâturin annuel, Poa annua, qui combineraient une tolérance supérieure au gel et aux moisissures nivéales.
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 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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".