CONTRAT DE PERFORMANCES SUR L'AUTOROUTE 20 PRES DE QUEBEC : LE BETON BITUMINEUX L'EMPORTE
Bibliographic record
Abstract
Aspects de la realisation des travaux de refection d'un troncon de 5,3 km de long sur l'autoroute 20-est a Saint-Nicolas (Quebec). Description du projet, des criteres de conception et des performances du revetement (uni de surface, profondeur des ornieres, adherence, rugosite, nids-de-poule, pelade, fissures, desenrobage). Les defauts du revetement ont ete elimines par la refection en profondeur et l'enlevement des couches de materiaux lies au beton bitumineux. (Titres en anglais et en espagnol : Performance contract for a repair project or highway 20 in the Quebec city area : bituminous concrete wins ; Contrato de prestaciones de calidad para la autopista 20, cerca de Quebec : el hormigon bituminoso gana la partida).
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".