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
Literature not only represents Canada as “our home and native land” but has been used as evidence of the civilization needed to claim and rule that land. Indigenous people have long been represented as roaming “savages” without land title and without literature. Literary Land Claims: From Pontiac’s War to Attawapiskat analyzes works produced between 1832 and the late 1970s by writers who resisted these dominant notions. Margery Fee examines John Richardson’s novels about Pontiac’s War and the War of 1812 that document the breaking of British promises to Indigenous nations. She provides a close reading of Louis Riel’s addresses to the court at the end of his trial in 1885, showing that his vision for sharing the land derives from the Indigenous value of respect. Fee argues that both Grey Owl and E. Pauline Johnson’s visions are obscured by challenges to their authenticity. Finally, she shows how storyteller Harry Robinson uses a contemporary Okanagan framework to explain how white refusal to share the land meant that Coyote himself had to make a deal with the King of England. Fee concludes that despite support in social media for Theresa Spence’s hunger strike, Idle No More, and the Indian Residential School Truth and Reconciliation Commission, the story about “savage Indians” and “civilized Canadians” and the latter group’s superior claim to “develop” the lands and resources of Canada still circulates widely. If the land is to be respected and shared as it should be, literary studies needs a new critical narrative, one that engages with the ideas of Indigenous writers and intellectuals.
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) | 0.001 | 0.001 |
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