Essentialism as a Contributing Factor in Ideological Resonance and Dissonance Between Women and Their Midwives in Ontario, Canada
Bibliographic record
Abstract
The social reform movement that led to the regulation of midwifery care in Ontario benefited from a discourse that tended to essentialize depictions of the woman receiving midwifery care, the midwife and the woman- midwife relationship. The Philosophy of Midwifery Care in Ontario document for women and midwives reflects this history and supports certain essentialist tendencies. Examining the experiences of women and midwives in midwifery care post-legislation through life history qualitative research reveals ways in which this culture persists within contemporary midwifery discourse. However, the experiences of women and midwives also reveal contradictions within the philosophy of midwifery care document which tend to create problems for essentialism while supporting the element of choice in midwifery care.
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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 | 0.011 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.065 | 0.035 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.003 | 0.012 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".