Early Socialism in Canada: International and Regional Impulses
Bibliographic record
Abstract
International and regional impulses have shaped Canadian socialism from the movement’s origins in the nineteenth century to the present. Many of Canada’s early socialists arrived as ready-made socialists from abroad. From the British Isles, continental Europe, and the United States, these idealists and dissidents imported radical political ideals, which they subsequently adapted to meet the emerging conditions of an industrializing, urbanizing Canada. Directed at a broad cross-section of society, the early Canadian socialist rainbow featured many colours: Chartists, Christian socialists, cooperators, and, by the nineteenth century’s end—communists, anarchists, and other adherents of European radical movements. This process of importation, adaptation, and change took different forms in the distinctive regional contexts of Canada’s multi-ethnic federal state. Building on an interdisciplinary literature, the authors illuminate the ways in which international and regional impulses shaped Canada’s socialist tradition, helping to explain persistent tensions and forces within contemporary Canadian politics.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.006 | 0.014 |
| Science and technology studies | 0.022 | 0.025 |
| Scholarly communication | 0.012 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.006 | 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".