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
Celebrity Cultures in Canada is an interdisciplinary collection that explores celebrity phenomena and the ways they have operated and developed in Canada over the last two centuries. The chapters address a variety of cultural venues—politics, sports, film, and literature—and examine the political, cultural, material, and affective conditions that shaped celebrity in Canada and its uses both at home and abroad. The scope of the book enables the authors to highlight the trends that characterize Canadian celebrity—such as transnationality and bureaucracy—and explore the regional, linguistic, administrative, and indigenous cultures and institutions that distinguish fame in Canada from fame elsewhere. In historicizing and theorizing Canada’s complicated cultures of celebrity, Celebrity Cultures in Canada rejects the argument that nations are irrelevant in today’s global celebrityscapes or that Canada lacks a credible or adequate system for producing, distributing, and consuming celebrity. Nation and national identities continue to matter—to celebrities, to fans, and to institutions and industries that manage and profit from celebrity systems—and Canada, this collection argues, has a vibrant, powerful, and often complicated and controversial relationship to fame.
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) | 0.002 | 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