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
The 49th parallel has long held a symbolic importance to Canadian cultural nationalists as a strong, though permeable, border. But in contemporary Canadian culture, the border has multiple meanings, and imbalances of cultural power occur both across the Canada-US border as well as within Canada. Discrepant Parallels examines divergent relationships to, and investments in, the Canada-US border in a variety of media, such as travel writing, fiction, poetry, drama, and television. Tracing cultural production in Canada since the 1980s through the periods of FTA and NAFTA negotiations, and into the current, post-9/11 context, Gillian Roberts grapples with the border's changing relevance to Canadian nationalist, Indigenous, African Canadian, and Latin American perspectives. Drawing on Kant and Derrida, she theorizes the 49th parallel to account for the imbalance of cultural, political, and economic power between the two countries, as well as the current challenges to dominant definitions of Canadianness. Focusing on a border that is often overshadowed by the contentious US-Mexico divide, Discrepant Parallels analyzes the desire to establish Canadian-American sameness and difference from a multitude of perspectives, as well as its implications for how Canada is represented within and outside its national borders.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 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