IN 1952, BRITISH COLUMBIA PINNED ITS FUTURE ON A FRONTIER RAILWAY. BUT TRAFFIC DIDN'T FOLLOW. NOW IT'S ALL A SPLINTERED DREAM
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
In the years soon after the end of World War II, the Canadian government invested heavily in a frontier railroad for British Columbia, with the idea of exploiting the wilderness area's natural resources, including timber, coal, copper, oil, zinc, uranium and natural gas. Rather than an east-west axis of earlier railroads intended to connect the country, the new line followed a north-south route to carry materials out of the rugged interior. This article traces the history of efforts to make what is now known as BC Rail part of a profitable enterprise that was to have included construction of infrastructure such as saw mills and mines and, eventually, towns and cities along the railroad's route. After years of failure, the government officially ended its subsidies in 1993, though without allowing BC Rail access to private capital markets. In 1997, debt was huge and in ensuring years, the government has allowed it to gradually shed money-losing activities. Privatization has been ruled out by government regulators. One or two subdivisions may find buyers, and the system is at a crossroads: either continue as a subsidized extension of the provincial government at its current scope or be carved up into smaller profitable segments while others are shed.
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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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