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 leaders in organizational governance have a key role in enacting the Truth and Reconciliation Commission's Calls to Action. This discussion highlights historical and contemporary truths that can underpin action for addressing colonial impacts on Indigenous (First Nations, Metis, and Inuit) health outcomes and healthcare. Emphasis is on white settler roles and responsibilities, where health-related Calls provide a blueprint for health reconciliation leadership. There is broad agreement of the necessity to acknowledge and address key cornerstones of decolonization at individual, intermediary, and organizational stages: racism, white settler power and privilege, and cultural safety. Already existing leadership roles, responsibilities, and inter-organizational networks can form a solid foundation for health leaders to bring the Calls to the table-alongside First Nations, Metis, and Inuit peoples, in meetings, forums, and conferences and in lobbying efforts to influence the structural, systemic shape, and direction of healthcare in Canada.
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 | 0.001 |
| Science and technology studies | 0.002 | 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