Cecilia Morgan on Gender Conflicts: New Essays in Women’s History
Bibliographic record
Abstract
One of the most striking developments in Canadian history over the past twenty years has been the growth of material focused on the position and experience of women in the Canadian past. Sexuality and reproduction, marriage and the family, work, education, political participation, voluntary activism, and religion are but a few of the most significant areas that have been explored and analysed by Canadian women’s historians (as well as those who work in related fields such as sociology). And in this process of historical retrieval and revision, Canadian historians have been informed that a whole raft of significant social and economic developments (major demographic shifts, urbanization and industrialization, the spread of state-supported education, the growth of various social and political movements, and Canadian participation in World Wars I and especially II) have not only included women but often have affected them in different ways and have had different meanings for them than for their male counterparts. Furthermore, Canadian historians have been informed that women’s presence and agency have been important influences on many historical processes and events.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.008 | 0.012 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".