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
Résumé La nature occupe une place importante dans la constitution et l’organisation des territoires nord-américains. La nature sauvage affrontée par les pionniers, ou Wilderness, participe de l’identité nationale et a motivé la création précoce des parcs nationaux – surtout dans les Montagnes rocheuses – et, avec eux, de réseaux nationaux d’espaces protégés parmi les plus ambitieux au monde. Mais la découverte de nouveaux gisements d’hydrocarbures, l’étalement urbain ou les atteintes aux surfaces forestières constituent aussi des facteurs de déstabilisation du rapport des sociétés à la nature sur les fronts écologiques du Canada ou les secteurs métropolitains des États-Unis et du Mexique. Cela relance dans le même temps la question du partage de la gouvernance avec les Peuples autochtones.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.004 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| 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 it