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
Abstract This manuscript investigates key differences between Indigenous and non-Indigenous perspectives to highlight the ways Western beliefs are pernicious. Working out of the Dish with One Spoon concept, a long-held belief of Indigenous peoples in the St. Lawrance valley and Great Lakes region in Canada, it considers storytelling as an act of diplomacy and sharing. The first section compares an Indigenous history, “A Squamish Legend of Napoleon” to the official Western historical narrative on Bonaparte. Extending this historical analysis to a literature review of Katherine Vermette’s The Break and Armand Ruffo’s Treaty# , it examines how the transient character’s journey generates new perspectives that reveal our interconnectedness and shared histories. A case is made that there is an urgent need for renewal narratives, acts of storytelling based on a common plot capable of sustaining wider human communities.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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