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
How do we make culture and how does culture make us? Canadian Cultural Poesis takes a comprehensive approach toward Canadian culture from a variety of provocative perspectives. Centred on the notion of culture as social identity, it offers original essays on cultural issues of urgent concern to Canadians: gender, technology, cultural ethnicity, and regionalism. From a broad range of disciplines, contributors consider these issues in the contexts of media, individual and national identity, language, and cultural dissent. Providing an excellent introduction to current debates in Canadian culture, Canadian Cultural Poesis will appeal not only to readers looking for an overview of Canadian culture but also to those interested in cultural studies and interdisciplinarity, as well as scholars in film, art, literature, sociology, communication, and womens studies. This book offers new insights into how we make and are made by Canadian culture, each essay contributing to this poetics, inventing new ways to welcome cultural differences of all kinds fo the Canadian cultural community.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.125 | 0.006 |
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