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
Faisant suite a Vivre au Quebec desormais epuise, paru en 2000 et devenu une reference pour tous ceux et celles qui veulent s'initier au Quebec d'une maniere rapide et concrete, Premiers contacts avec le Quebec reprend, en version poche et a jour, les informations les plus utiles pour toute personne desireuse de voyager ou de s'etablir au Quebec. On y trouvera le guide ultra-pratique qui lui manquait pour s'orienter dans une societe differente, mais remarquablement organisee. Quelles sont les qualites necessaires pour trouver un emploi ou un logement?? Comment faire ses etudes au Quebec?? Les reponses a ces questions et a bien d'autres encore figurent dans ce livre. Les Quebecois y trouveront une mine de renseignements pratiques. Les immigrants comprendront mieux l'organisation sociale et politique du Quebec. Pour mettre toutes les chances de votre cote, ce guide fonctionnel contient aussi toutes les adresses Internet qui comptent au Quebec.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.004 | 0.007 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.004 |
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