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
VIA Rail Canada celebrated the 100th anniversary of its signature eastern train, the Ocean, in 2004. VIA was going to convert this line entirely to European-style Renaissance cars but has been unable to do so because of delays in winterization and retrofitting of the cars. VIA had to upgrade the steps and piping on the Renaissance cars and install a centralized wheel-bearing-monitoring system. The fact that all cars are permanently coupled to each other presents a maintenance challenge. Another challenge arose when VIA learned that its Renaissance cars did not meet the accessibility guidelines of the Council of Canadians with Disabilities. The Canadian Transportation Agency ordered VIA to implement 14 modifications ranging from widening doors to providing more space for service animals. Furthermore, the service-car lounges in Renaissance cars are small, and the cars lack open sections, roomettes and triple bedrooms, and the diner has a serving pantry but no kitchen. Thus, it is uncertain when the full transition to a Renaissance fleet will take place.
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) | 0.000 | 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 it