Karihwaientáhkwen: Conceptualizing Morality in Indigenous Consciousness
Bibliographic record
Abstract
Many public institutions, including universities and colleges, have committed to Indigenous engagement – the institutional effort to engage with experiences, histories, and perspectives of First Nations, Inuit, and Métis peoples in meaningful ways. In many areas of institutional endeavour, these commitments have frequently included a focus upon spiritual orientations of Indigenous peoples as a central aspect of their knowledge and worldviews. In this study, we sought to acquire knowledge on moral understandings that were resident in the consciousness of Indigenous Elders and Knowledge Keepers situated at universities across Canada. Findings revealed that personal and communal experiences informed a developed sense of responsibility that may be situated in the unique manifestations of their respective knowledge systems, heritages, and consciousnesses. Although non-Indigenous orientations such as those of Christianity informed the narratives of some, a prevailing sense of traditional identity emerged from participants.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".