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
This collection of essays focuses on Canadian history and its legacies as represented in novels and films in English and French, produced in Canada mainly in the 1980s and 1990s. The approach is both cross-cultural and interdisciplinary, aiming at articulating Canadian differences through a comparison of anglophone and francophone cultures, illustrated by works treating some of the different groups which make up Canadian society – English-Canadian, Québecois, Acadian, Native, and ethnic minorities. The emphasis is on the problematic representation of Canadianness, which is closely bound up with constructions of history and its legacies – dispossession, criminality, nomadism, Gothicism, the Maritime. The English/French language difference is emblematic of Canadian difference; the two-part arrangement, with one section on Literature and the other on Film, sets up the pattern of relationships between the two forms of cultural representation that these essays explore. Essays in the Literature section are on single texts by such writers as: Margaret Atwood, Tomson Highway, Ann-Marie MacDonald, Anne Michaels, and Alice Munro; Gabrielle Roy, Anne Hébert, Antonine Maillet, Bernard Assiniwi, and Régine Robin. The Film section with its mirror structure both supplements and amplifies this dialogue, extending notions of Canadianness with its emphasis on voices from Quebec and Acadia traditionally ‘othered’ in Canadian history. Filmmakers treated include: Phillip Borsos, Atom Egoyan, Ted Kotcheff, Mort Ransen, and Vincent Ward; Denys Arcand, Gilles Carle, Alanis Obomsawin, Léa Pool, and Jacques Savoie.
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 | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 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