Bibliographic record
Abstract
I IIIyad"poot e, dom on ,ntend p,u pad", bouM, pa< I" clam " l I e s chapelles, mis de cote lorsque vient le temps de la mise en page des anthologies d'une ecole litteraire.Et pourtant ces francstireurs continuent leur cheminement poetique, publient leurs a:uvres, ne serait-ce que pour les happy few qui goutent la beaute de leurs ecrits.Pierre Mathieu est un des ces poetes injustement meconnus dont l'a:uvre merite d'etre lue et etudiee.D'Ottawa aMontreal, de Paris aSaint-Boniface, au gre de ses deplacements, il edifie lentement, avec amour et patience, une a:uvre remarquable dont les Editions des Plaines nous offrent la quintessence sous forme d'une selection de poemes.Le recueil Ies Ruses de l'espoir survole quarante annees de creation et presente au lecteur des pages de plaisir et d'emerveillement rare.
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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.007 |
| Scholarly communication | 0.009 | 0.008 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.021 | 0.007 |
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".