Bibliographic record
Abstract
Le guide Le Quebec cyclable de la collection «Espaces verts» d’Ulysse s'adresse a tous les amoureux du grand air et du velo! Concu pour les cyclistes friands de balades d'une journee, il vous emmene sur des parcours balises et securitaires. Qu'ils empruntent des pistes cyclables municipales ou intermunicipales, des voies regionales ou interregionales, ces parcours vous inciteront a partir a la decouverte de regions inconnues et reveilleront ainsi l'aventurier qui sommeille en vous. Vous trouverez dans ce guide 167 cartes detaillees, avec traces de voies cyclables particulierement agreables, les distances a parcourir, l'emplacement des stationnements, les bureaux d'information touristique et les attraits faciles d'acces. Le livre debute par une section consacree a la preparation de vos excursions a velo. Il propose des circuits regionaux presentes de facon a faciliter les raccordements avec les voies cyclables qui sillonnent l'interieur des villes. De Montreal a la Cote-Nord et de Quebec a la Gaspesie, c’est toute la Belle Province qui s’offre a vous, pour le plaisir des sens et la liberte du mouvement... sur deux roues!
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.302 | 0.121 |
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".