“All My Relations”: Elders’ Teachings Grounding a Decolonial Bachelor of Nursing Program Philosophy
Bibliographic record
Abstract
The aim of this paper is to share the process of developing a decolonial nursing program philosophical framework. Following cultural protocol, we asked two highly respected local Indigenous Knowledge Holders and retired nurses to serve as Presiding Elders for the Bachelor of Nursing (BN) Curriculum Redesign Committee. Select committee members engaged with the Elders in a series of gatherings. Elders gifted “All My Relations” as the unifying basis for their teachings of “The Four Realms” and “Ani to Pisi -Spiderweb” as the new BN program philosophical framework: local Indigenous teachings provide the standpoint for respectfully engaging with interconnected multiple worldviews to advance equity and restore wellness in nursing education. Collaboration with Elders provides an invaluable opportunity for decolonization in nursing workplaces and learning spaces.
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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 | 0.010 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.009 | 0.014 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.004 |
| 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".