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
"There is no such thing as 'the ivory tower.' Rather, there sit side by side numerous windowless towers of knowledge, each seeming to have only a small entrance and no discernable exit." -Paul Martin Multilingual, multicultural, and vast, Canada enjoys a rich diversity of literatures. So, why does "Canadian Literature," as it has been taught, fail to encompass a common geography, history, and government, yet reveal the diverse experiences of its immigrants, long-term residents, and original peoples? Martin's research-interviews with 95 professors in 27 universities-maps the institutional chasms in communication and the nature of their persistence. His own example of venturing out from his "tower" to dialogue with colleagues shows a way toward cultivating a conception of the literatures of Canada that is expansive and inclusive. Canadianists, professors of English, French, Postcolonial and Comparative Literatures, and leaders in education will profit from Martin's frank investigations.
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) | 0.004 | 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