The Inuulitsivik Maternities: culturally appropriate midwifery and epistemological accommodation
Bibliographic record
Abstract
This is a literature-based historical analysis that uses Michel Foucault's technique of tracing epistemological change over time to understand the epistemological changes and their outcomes that have occurred in Nunavik, the Inuit region of Northern Quebec, with the introduction of modern techniques and technology of childbirth in the period after the Second World War. Beginning in 1986, in the village of Puvurnituq, a series of community birthing centres known as the Inuulitsivik Maternities have been created. They incorporate biomedical techniques and technology, but are incorporated into the Inuit epistemology of health, in which the community is the final arbitrator of medical authority. This epistemological accommodation between modern biomedicine and the distinctly premodern Inuit epistemology of health has led to the creation of a new and profoundly non-modern approach to childbirth in Nunavik.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.014 | 0.017 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".