Bibliographic record
Abstract
In Canada, as elsewhere, “the festivalization of culture” proceeds apace (Bennett et al). Even setting aside the ubiquitous music, film, and cultural festivals that have sprung up like mushrooms—not to mention mushroom festivals themselves (such as the “Fungus Among Us” Festival in Whistler, B.C.)—from the Sound Symposium in St. John’s to the Victoria Fringe Festival, and from the Island Unplugged festival on Pelee Island (Canada’s southernmost point) to the Alianait Arts Festival in Iqaluit, Nunavut, festivals dot the theatre and performance landscape in the land now called Canada. Across the country they turn small towns into tourist destinations and urban centres into “festival cities” (see Johannson, Thomasson). In editing the Cambridge Companion to International Theatre Festivals I compiled a list of over forty international theatre, performance, and multi-arts festivals in Canada, a list that does not include music or sound, circus or visual arts festivals, nor does it include the various Shakespeare festivals (from the “Shakespeare by the Sea” festivals on the east coast to Bard on the Beach in BC), the big repertory seasons at Stratford and Niagara-on-the-Lake, or the many festivals such as the peripatetic Magnetic North that have no international component. In addition to all of these, there are twenty-one Canadian members of the Canadian Association of Fringe Festivals (along with nine U.S.-based members), not including other “rogue” fringes.
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) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.008 | 0.001 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.284 | 0.111 |
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".