Synthèse des connaissances relatives aux impacts des routes sur l’écologie du caribou
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Le caribou ( Rangifer tarandus ) est une espèce particulièrement sensible aux perturbations anthropiques. En utilisant un cadre conceptuel basé sur les différentes échelles biologiques de réponse à une perturbation, nous présentons une revue des connaissances actuelles sur les impacts des routes, chemins et sentiers sur plusieurs facettes de l’écologie de cette espèce. Que ce soit en induisant une augmentation du comportement de vigilance, un évitement des routes, une diminution de l’accès à des ressources alimentaires ou encore un plus grand risque de rencontre avec un prédateur, les routes représentent des perturbations anthropiques importantes, dont les impacts s’ajoutent aux autres formes de perturbations présentes en milieu forestier.
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.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it