Bibliographic record
Abstract
Seul guide de randonnee a couvrir l'ensemble du Quebec, plus qu'un repertoire, le guide Ulysse Randonnee pedestre au Quebec est l'ouvrage incontournable pour decouvrir les plus beaux sentiers du Quebec! Pour une courte balade ou une marche pres de chez vous, ou encore pour une longue randonnee aux confins du Quebec, vous y trouverez tous les renseignements, trucs et conseils pour une aventure en plein air reussie! Redige par un specialiste en la matiere, ce guide de randonnee pedestre au Quebec repond a la fois aux exigences des debutants et des marcheurs chevronnes. Cette nouvelle edition, entierement revue, bonifiee et dynamisee par une presentation en couleurs agrementee de splendides photographies, propose des randonnees dans toutes les regions du Quebec. On y trouve aussi des sections consacrees a l'alimentation, a l'equipement et a la physiologie de la marche. On y parle des enfants en randonnee de meme que des animaux domestiques. L'autvous entraine, dans ce guide de randonnee, a la decouverte d'un Quebec plus grand que nature. Pour la marche au Quebec, rien de tel que ce guide Ulysse !
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.116 | 0.024 |
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".