Bibliographic record
Abstract
Trente ans apres que les rives envahissantes du lac Saint-Jean aient englouti leurs terres, Francois-Xavier Rousseau et Ti-Georges Gagne ne se sont toujours pas releves. Alourdis par le fardeau des annees et les regrets, ils se sont refermes sur eux-memes, l'un ignorant ses enfants, l'autre delaissant ses reves d'avenir. Les multiples embuches que le sort s'acharne a mettre sur leur chemin n'empechent pourtant pas leurs enfants de poursuivre ce que les deux hommes ont amorce. Pierre Rousseau doit quitter la Gaspesie, Yvette laisse la moitie d'elle-meme en France pour refaire sa vie au Quebec. De son cote, Mathieu affronte malgre lui les demons du passe. Quant a l'amour, il s'installe la ou on l'attendait le moins. Malgre le peu qu'il reste pour construire, Adelard, Jean-Marie, Helene et les autres descendants de l'homme aux cheveux roux et de son meilleur ami sont determines a ne pas se laisser abattre. Voici donc l'aboutissement de ce passionnant combat.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.021 | 0.003 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.041 | 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".