Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
espanolEl proyecto de la autovia incluyo el diseno, construccion, operacion y mantenimiento del tramo de la Autopista A-30 entre Châteuguay y Vaudreil-Dorio de 42 km de longitud. La operacion tiene una duracion de 35 anos e incluye ademas del tramo de nueva construccion otros 32 kilometros ya existentes. La puesta en servicio se produjo en diciembre de 2012 y desde entonces ha sido elogiada en prensa por los alcaldes, residentes locales, pequenas y medianas empresas del entorno y usuarios de la misma. A esta larga lista de elogios y premios se le suma el ultimo, el premio Agustin de Betancourt. EnglishThe motorway project included the design-build, operation and maintenance of the 42 km long section of the Autoroute 30 (A30) between Châteuguay and Vaudreil-Dorio. The concession to operate the Autoroute extends to 35 years and includes a 32 kilometre previously-built section of highway. The new section of highway came into operation in December 2012 and has been highly praised by the press, mayors, local residents, local businesses and road users. This acclaim and commendation has been further heightened by the recent award of the Agustin de Betancourt International Prize for Public Works.
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.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it