Pandemic Impacts for Indigenous Children and Youth Within Canada: An Ethical Analysis
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
In response to new and exacerbated challenges imposed by the COVID-19 pandemic, Indigenous children and youth in Canada have developed innovative and holistic solutions to amplify their voices, continue cultural engagement and combat social isolation for themselves and their communities as a whole. In this analysis, we have selected three Indigenous philosophical tenets as an ethical orientation for discussion of how the COVID-19 pandemic is impacting the well-being of Indigenous young people. The guiding values of interconnected relationships, holism and Indigenous-informed restorative justice help us interpret existing pandemic-specific literature and identify, define and prioritize considerations of child and youth well-being from an Indigenous-centred worldview. This analysis can (a) help inform future pandemic measures affecting Indigenous young people and (b) foster similar considerations for Indigenous communities in other regions of the world.
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 | 0.000 |
| Science and technology studies | 0.004 | 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