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
Five consortia approached Canada's federal government with plans to build a privately operated rail link between downtown Toronto's Union Station and Pearson International Airport at the city's edge, even before Ottawa formally announced the project. That announcement came June 7, 2000, when the city finally closed a deal to buy the building from the two railways that own it. Ottawa was waiting for that purchase so both ends of the airport line would be in public hands. The airport, which is working on a new terminal to open in 2004, has agreed to incorporate the rail link. Canadian National Railroad, which owns the tracks, has agreed in principle to let the new service use them. The purchase of the station, a city objective for 50 years, will lead to a massive renovation, and, the city hopes, start the ball rolling in an ambitious plan to redevelop a great swath of the derelict waterfront. The city estimates total renovations could cost Cdn$200 million, but expects leasing 200,000 sq ft will offset all renovation costs.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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