An Indigenous and Western paradigm to understand gestational diabetes mellitus: Reflections and insights
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
Indigenous women face many barriers to maternal care during pregnancy in Canada. A participatory study was conducted in two First Nations Communities in Nova Scotia, Canada to gain new knowledge about Mi’kmaw women’s experiences of living with gestational diabetes mellitus (GDM). Relational ethics helped guide this journey. In this paper we describe how Indigenous and Western approaches were used to understand Mi’kmaw women’s experiences with GDM. It was important to us that the research methodology facilitated building relationship and trust. This led to an openness and willingness of the women to express their concerns and offer ways to address GDM in their communities. The challenges of blending Indigenous approaches with Western research are also discussed in the paper. The foundational principles that were used during this research included: 1) Staying true to my word; 2) Mutual Trust; 3) Mutual Respect; 4) Being Flexible; 5) Being Non judgemental; 6) Working in partnership; 7) Taking time to explain; 8) Promoting autonomy; and 9) Genuine connectiveness. The findings revealed that the research assisted the Mi’kmaw women in understanding their experiences in new ways and helped to build capacity so that they could take action to improve their health, while sustaining their Mi’kmaw culture.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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