Rurality, Ethnicity, and Gender Patterns of Cultural Continuity during the “Great Disjuncture” in the R.M. of Hanover, 1945-1961
Bibliographic record
Abstract
Rural Canadian communities underwent profound changes as they adapted to the economic and social context after World War II. Those changes, may be described, using John Shaver's phrase, as a "Great Disjuncture". From a "centrist" point-of-view Canadian farms became more fully mechanized, products commodified and farm goals integrated with government policy. This paper focuses on the "local experience" of the "Great Disjuncture". Its subject is the Rural Municipality of Hanover in Manitoba, an ethnic community, dominated by Low German-speaking Mennonites. In Hanover traditional social relations, both on the primary level affecting gender and on the community level affecting the very idea of rurality, entered a dialectical relationship with the forces for change to create a particular localized culture. Here was an instance of cultural re-creation.
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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 | 0.001 | 0.002 |
| Science and technology studies | 0.011 | 0.008 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".