COMPLETING THE CIRCLE: TOWARDS THE ACHIEVEMENT OF IND-EQUITY- A CULTURALLY RELEVANT HEALTH EQUITY MODEL BY/FOR INDIGENOUS POPULATIONS
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
Health equity is defined in ways that espouse values of social justice and benevolence and is held up as an ideal state achievable by all. However, there remains a troubling gap in health outcomes between Indigenous Peoples and other Canadians. Public health stakeholders aspire to ‘close the gap’ and ‘level the gradient’ to reduce inequities though the implementation of various health equity focused strategies. The Truth and Reconciliation Commission of Canada echoes this objective and calls for self-determining structural reform to address health inequity for Indigenous Peoples. This paper proposes an IND-equity model as a reconciliation inspired response that upholds Indigenous self-determination and is informed by diverse Indigenous ways of knowing. When adopting this model, the goal is to complete the circle and foster wholistic balance. Further development and implementation of an IND-equity model requires advocacy by all health practitioners. Nurses hold potential to lead and engage in structural reform through an Indigenous health ally role.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.014 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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