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
Tracing Louis Riel’s metamorphosis from traitor to hero, Braz argues that, through his writing, Riel resists his portrayal as both a Canadian patriot and a pan-Indigenous leader. After being hanged for high treason in 1885, the Métis politician, poet, and mystic has emerged as a quintessential Canadian champion. The Riel Problem maps this representational shift by examining a series of cultural and scholarly commemorations of Riel since 1967, from a large-scale opera about his life, through the publication of his extant writings, to statues erected in his honour. Braz also probes how aspects of Riel’s life and writing can be problematic for many contemporary Métis artists, scholars, and civic leaders. Analyzing representations of Riel in light of his own writings, the author exposes both the constructedness of the Canadian nation-state and the magnitude of the current historical revisionism when dealing with Riel.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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