"Reckoning with the Machine" : The British Columbia Social Credit Movement as Social Criticism, 1932-52
Bibliographic record
Abstract
WITH A SMALL MEMBERSHIP AND FAINT PROMISE o f i t s eventual political success, the British Columbia Social Credit movement dwelt in obscurity for most of the twenty years following its incorporation in 1932. Consequently, this early phase of its development has not drawn much scholarly attention. Yet a consideration of the movement's career before its electoral breakthrough in 1952 may dispel some misconceptions about the movement itself and lead to a clearer understanding of mid-twentieth-century Canadian attitudes towards ideas like planning and democracy. T h e movement's members tended to gaze disapprovingly upon the social changes they perceived, especially from the later stages of the Second World War to the early 1950s, a time in which talk of reconstruction prevailed and many were cheered by the prospect of a new world order. Viewed in the context of a depression-war-prosperity cycle, the movement's internal difficulties and protracted inability to recruit a mass following raise fascinating questions about the effects of rapid economic and cultural change on doctrines like Social Credit. In developing a critique of collectivism and the welfare state that historians of wartime and post-war Canada rarely consider characteristic of the period, the movement nonetheless reflected its cultural milieu by gradually turning away from the scientific Social Credit system of monetary reform and embracing individualism, Christianity, and free enterprise. Historians of Alberta's Social Credit regime have argued that a similar shift occurred in that province, and interpretations of the BC movement's evolution have presented Social Credit's electoral success in British Columbia as an outgrowth of its Albertan experience. But before 1952, BC Social Credit, with its own set of pamphleteers and radicals, was more than a mimetic political entity. The present
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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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.059 | 0.049 |
| Scholarly communication | 0.016 | 0.003 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.008 | 0.008 |
| Insufficient payload (model declined to judge) | 0.007 | 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".