Good Canadians in every sense, the Citizenship Council of Manitoba, 1948-1975
Bibliographic record
Abstract
This thesis seeks to understand what citizenship has meant within the everyday lives of Canadians by tracing the growth and evolution of the Citizenship Council of Manitoba between 1948 and 1975. By looking at the Council within this period it is possible to examine how two pieces of government policy--the Citizenship Act of 1947 and the Multiculturalism policy of 1971--were given meaning within a local community organization. The issues of gender, religion and class were central to the Citizenship Council's identity as a group, influencing how it understood citizenship and how it related to immigrants. By assuming greater leadership of the organization within this period, women were instrumental in bringing about more direct immigrant participation. As the group became less overtly Christian during this period its rhetoric became less religious and more political in nature. The Citizenship Council's class identity evolved as well, and by the 1970s its membership and leadership reflected greater ethnic and social diversity, thereby portraying a broader interpretation of what it meant to belong as a "good" Canadian citizen. (Abstract shortened by UMI.)
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.025 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 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".