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
It has been a scant three weeks since we first sent out a call for articles in response to Qubec's Bill 78 and the student strike.At that time, the sweet sounds of the clanging of pots and pans dominated the nightly streets of our cities and towns.They have subsided in the wake of the increasing presence of riot police at public events in Montreal and Qubec City.As the festival season begins, and the school term ends, the primary concern of those in positions of political power seems to be to maintain our urban centres as prime tourist destinations.This strategy has been evident in the police profiling of those who continue to wear the red square, particularly during the recent Formula One weekend.Not all has been quiet.Court challenges against Bill 78 have been launched by student groups and on May 28 hundreds of Montreal lawyers marched in silent objection to the bill.On June 8, Fred Pellerin, a well-known Qubec conteur (singerstoryteller), refused to accept honorific titles from the government in recognition of the present "social crisis" and in solidarity with student strikers.In a war of propaganda, the Minister of Culture and Communication, Christine St-Pierre, equated the wearing of the red square with the promotion of "intimidation and violence".In response, over twenty-six hundred workers from the cultural sectorartists, actors, filmmakers, writers -signed a petition objecting to the Charest government's position and St-Pierre's contemptuous castigation of this most vital and effective symbol of the student movement (Madame La Ministre de la culture, 2012)the red square.Her backpedalling 'apology' to "any artist she may have hurt with her comments" on June 14 is telling: St-Pierre reiterates the government's position on the student increase and terms the strike a "boycott".Consumers boycott; workers strike.The distinction has been important to students and their supporters.This is not a boycott.This is a strike that places the events of the past six months in a clear lineage with previous student strikes in Qubec.Striking students, who have put their bodies and education on the line for future generations, do not see education as a service that they are buying, but in participatory social terms as work that they do for themselves, yes, and as a contribution to their society.It is in this spirit of solidarity between students, artists, and workers, that several of the submissions in this next installment of open-wi are from artists and designers
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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