Finding Points of Resonance: Nunavut Students’ Perspectives on Science
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
Still largely based on EuroCanadian knowledge and Western teachings, Education in Nunavut remains a negative experience for many Nunavut youth as the result of culturally inappropriate schooling and worldview mismatch. Mismatch occurs as the schooling experiences of Nunavut youth, both Inuit and non-Inuit, do not align with the character, values, and traditions of Nunavut. Divergence is especially pronounced within science education. This paper explores Nunavut students’ perceptions of the nature of science and school science education in order to explore the possibilities and problematics involved in shifting towards a cross-cultural science curriculum that is reflective of Nunavut.Keywords: Nunavut; Inuit traditions; science education; cross-cultural science curriculum
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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