Bibliographic record
Abstract
Pour fuir l'asservissement qui menace la population d'Armoirie, Lizzy devra-t-elle se refugier chez ses amies du Monde Materiel, a Bouctouche, Nouveau-Brunswick? En recuperant le precieux medaillon familial dans sa precedente aventure, la jeune Lizzy se retrouve, bien malgre elle, symbole de la resistance des Armoiriens. Ceux-ci sont menaces d'expulsion par le clan des Rougiens et Lizzy ne sait plus sur qui compter. Meme Jacob, son devoue precepteur, pourrait etre au coeur du complot. Pendant ce temps, au Quebec, Elena s'ennuie de ces aventures estivales en Acadie. La guerre civile se prepare dans le Monde Parallele. De part et d'autre des deux Mondes, des allies et des ennemis inattendus surgiront. Le beau Mathieu sera-t-il de la partie cette fois-ci ?
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.008 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.017 | 0.003 |
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".