Le suivi de l'intégrité écosystémique sur le territoire québécois: emplacement et avancement sur l'échiquier environnemental international
Bibliographic record
Abstract
Reconnue comme une composante essentielle des programmes de surveillance de la qualité de l’eau, la biosurveillance basée sur les macroinvertébrés benthiques fait désormais partie intégrante de nombreuses orientations et objectifs d’assainissement internationaux. Véritable sujet d’actualité environnementale internationale, les biocritères, normes qui décrivent explicitement l’état du biote, offrent une gamme étendue d’informations cruciales liées à la gestion de l’eau. Ces derniers visent à outiller les instances gouvernementales afin qu’elles puissent ratifier l’évaluation biologique des plans d’eau, notamment dans l’optique de maintenir la capacité de support du milieu et de s’adapter à la réalité éloquente des impacts de l’anthropisation sur les écosystèmes aquatiques.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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".