Bibliographic record
Abstract
Purpose The purpose of this paper is to advocate for improved service delivery of maternal-newborn care in northern Indigenous communities. This is done through critical examination of the loss of pregnancy and birthing knowledge and practice in these communities, from both a historical and contemporary lens. Supporting the return of traditional midwifery practices to the communities is the recommended solution. Design/methodology/approach The paper is a general review of the available literature regarding Indigenous birthing practices, historical and contemporary Canadian maternal health service provision, and midwifery. Findings Current maternal health care practice in these northern communities is not resolving service delivery and human resource inadequacies, highlighting the need for a community-based and midwifery-driven primary health care approach. Potential recommendations include implementing a comprehensive birthing initiative, innovative midwifery training, and promotion and support of the role of the community midwife. Originality/value “Lost births” is a largely unrecognized issue in Canadian public health literature. The value of this paper lies in its potential to stimulate discourse and advocacy.
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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 | 0.006 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.008 | 0.027 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| 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".