Bibliographic record
Abstract
THE last third of the nineteenth century, covering the years from Confederation until the beginning of the era of rapid expansion on the Western prairies, was a formative period for Canada. It is surprising that this period has as yet received little attention from economic historians, for analyses of demographic and economic changes during these years may yield high returns in the form of a more sophisticated interpretation of Canadian development. One of a number of important yet neglected aspects of these years in Canada is the business cycle, and the purpose of this paper is to report some new research in this area. A study of business cycles, as opposed to panics, implies the existence of a clearly defined cyclical sequence that becomes apparent once an economy has reached a certain state of commercialization. While the process of commercialization in Canada generally lagged behind that in the United States it is clear that even before Confederation a viable market economy had been created in the united province of Ontario and Quebec. There is good reason to believe that by the time of Confederation factor and product markets were functioning quite smoothly and that the price system was playing a prominent role in allocating resources. The two most authoritative, though far from definitive, accounts of cycles and growth in the late nineteenth century are contained in the works of Breckenridge and Skelton.1 Other students of Canadian economic history have relied heavily upon Skelton's findings about the pace and nature of activity in the post-Confederation years. Skelton concludes that the short period from 1869 to 1873 was a prosperous one, despite the abrogation of reciprocity with the United States, because (1) exports to the latter were well maintained, (2) Canadian producers were successful in finding new domestic markets, and (3) there were expanding sales to the United Kingdom. In contrast the period from the mid-seventies through the mid-nineties he considered to be Days of Trial during which Canada waited grimly for a favorable turn in its economic fortunes. In the late nineties Canada's hour had struck with emerging opportunities for agricultural expansion in the prairie west.2
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".