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
In Giving Birth in Canada, the first historical study of childbirth in Canada, Wendy Mitchinson has written a fascinating account of childbirth rituals in the first half of the twentieth century. Thorough and comprehensive, the work is based on a rich variety of sources, including medical textbooks, the medical periodical press, popular medical advice books, literature published in women's magazines, patient records, and interviews with women who gave birth and physicians who practiced during the period. Mitchinson follows the birthing experience, from the initial diagnosis of pregnancy, through prenatal care, childbirth - who was present, and where it took place - to obstetrical intervention, postnatal care and the definition of what constituted a normal birth, much of which changed significantly through those years. She explores physicians' responses to the needs of pregnant women, developments in medical practices, and the increasing medicalization of childbirth. While the book focuses on conventional medical practices, the author's survey of midwifery and Aboriginal birthing practices provides a counterpoint to the approach taken by western medicine and permits valuable discussion about the dynamics of gender and race as they relate to childbirth and, more broadly, to early twentieth-century Canada.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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