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
Childbirth for many Aboriginal women living in remote communities of the Northwest Territories, Canada, includes separation from their family and community for weeks at a time. This colonialization of childbirth, enforced for decades, is true for Dogrib Dene. Colonialization produces serious social consequences on the everyday lives of pregnant Aboriginal women, which results in lower health outcomes. This article provides a literature review of colonialization in Canada's far north establishing the position that colonialization is a determinant of health. The purpose of this article is to generate knowledge that will inform health professionals and ultimately reduce health disparities as experienced and evident among Dogrib women. By highlighting the concept of colonialization and establishing this concept as a determinant of health, nurses and midwives will identify disparities created through stressors of power and control. From there, culturally meaningful health promotion strategies will be developed and implemented within their nursing practice.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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