A place for everyone, but everyone in their place : the inclusion of female students, staff, and faculty at the University of Saskatchewan, 1907-1922
Bibliographic record
Abstract
The 1907 University of Saskatchewan Act stated that “no women shall by reason of her sex be deprived of any advantage or privilege accorded to male students of the university” . This study explores whether or not this piece of progressive and prescriptive legislation was adhered to by university administrators, male faculty, staff, and students. Using the ample primary source material available in the University Archives Special Collections, this thesis has examined the demographic, cultural, and lived experiences of the women at the university from 1909 to 1922 and concluded that although the administration employed many inclusive policies, the internal culture and experiences of the women who worked, learned, and lived at the university were far less egalitarian than that described in University Act. This study offers a new prairie perspective and as such constitutes an important addition to the discussion concerning the experience of the first generation of female university scholars in Canada.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.026 | 0.005 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.001 | 0.003 |
| 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".