Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
It is commonplace today to suggest that gender is socially constructed, that the roles women and men fulfill in their daily lives have been created and defined for them by society and social institutions. But how have men and women negotiated and navigated the gender roles that have been thrust upon them? With Gendered Pasts, Kathryn McPherson, Cecilia Morgan, and Nancy M. Forestell have collected eleven engaging essays that seek to answer this question in a wide-ranging exploration of specific gendered dimensions of nineteenth- and twentieth-century Canadian history.The contributors cover all manner of topics related to gender and history across Canada, including: female vagrancy; gambling, drinking, and sex; the role of the miner's wife; the portrayal of gay men; and the sharply defined role of nurses. Unusual in its breadth, Gendered Pasts is essential to the understanding of the various threads and themes in Canadian gender history.Previously published by Oxford University Press
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it