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
The Canada Line, Vancouver's new automatic light subway, was completed almost four months ahead of schedule, opening August 17, 2009. It is fully driverless, including the depot. During its first eight hours of operation alone, it carried 80,000 passengers, with many more expected to ride daily in the future. A public-private partnership project valued at US$1.76 billion, the Canada Line is 19 km long and Vancouver's third fully automatic light metro line after the Millennium SkyTrain and Expo lines. It is partially funded by the Vancouver Airport Authority, TransLink, and city, provincial, and federal governments. InTransit BC, a joint venture company owned by two pension funds and SNC-Lavalin was awarded a 35-year contract to design, build, partially finance, maintain and operate the line at the end of July 2005. TransLink set up a separate company, Canada Line Rapid Transit, to act as the client on behalf of the public-sector funders.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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