Bibliographic record
Abstract
Acknowledgements Foreword / David Taras Introduction Contexts of Popular Culture / Bart Beaty and Rebecca Sullivan 1. A Future for Media Studies Cultural Labour, Cultural Relations, Cultural Politics / Toby Miller 2. Log On, Goof Off, and Look Up Facebook and the Rhythms of Canadian Internet Use / Ira Wagman 3. Hawkers and Public Space Free Commuter Newspapers in Canada / Will Straw 4. Walking a Tightrope The Global Cultural Economy of Canadian Television / Serra Tinic 5. Pedagogy of Popular Culture Doing Canadian Popular Culture / Gloria Filax 6. Popular Genres in Quebec Cinema The Strange Case of Horror in Film and Television / Andre Loiselle 7. Cosmopolitans and Hosers Notes on Recent Developments in English-Canadian Cinema / Zoe Druick 8. From Genre to Genre Image Transactions in Contemporary Canadian Art / Johanne Sloan 9. Controlling the Popular Canadian Memory Institutions and Popular Culture / Frits Pannekoek, Mary Hemmings, and Helen Clarke 10. After the Spirit Sang Aboriginal Canadians and Museum Policy in the New Millennium / Heather Devine 11. Producing the Canadian Female Athlete Negotiating the Popular Logics of Sport and Citizenship / Michelle Helstein 12. Gothic Night in Canada Global Hockey Realities and Ghostly National Imaginings / Patricia Hughes-Fuller 13. Vernacular Folk Song on Canadian Radio Recovered, Constructed, and Suppressed Identities / E. David Gregory 14. The Virtual Expanses of Canadian Popular Culture /Derek Briton About the Contributors Index
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.031 | 0.008 |
| Scholarly communication | 0.012 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.038 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".