Bibliographic record
Abstract
The White Pass and Yukon Route, a 177 km narrow gauge railway linking the Alaskan coastal port of Skagway with Whitehorse, capital of the Yukon Territory, ceased operations in October, 1982, a casualty of the economic recession of the early 1980s which brought about the collapse of the Territory's hardrock mining industry. The railway had been constructed by British interests between 1898 and 1900, that is, in the aftermath of the Klondike gold rush, and had been in continuous operation since that time. In this paper, the author traces the broad lines of the history of the railway and shows the various ways in which it influenced the development of Skagway and of Whitehorse, its ocean and inland termini respectively. The closing of the railway was a major blow to Skagway, where White Pass Transportation and its subsidiaries were the principal employers, and where over two-thirds of the railway's employees were located. The closing appears to have had a more limited impact on Whitehorse, a much larger community whose economy is now highly diversified.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".