The Transportation Revolution and its Consequences: The Railway Freight Rate Controversy of the Late Nineteenth Century
Bibliographic record
Abstract
By the turn of the century, a growing coalition of business and political leaders came to share a common goal — the creation of a national regulatory commission to control railway freight rates. The development of a coordinated railway network and advances in locomotive technology made possible a general decline in transportation costs. Business leaders consequently became concerned with the uneven way in which the private rate-making process distributed the benefits of the transportation revolution, particularly declining freight rates. In eastern Canada, they blamed railway rate-making policies for disrupting established patterns of trade. In western Canada, they castigated railway officials for failing to adjust the rate structure in response to the rapid development of new centres of economic activity. At the same time as it made possible the development of large-scale mercantile and industrial enterprise, then, the transportation revolution also created demands for a significant expansion of the state's authority over the largest of all nineteenth-century industries, the railway.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.024 | 0.022 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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".