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
Recently, I attended a theatrical performance created by a Montreal-based band, Stars. Titled Stars: Together, it grapples with the question of how older bands can fit into a new artistic environment, one that has undergone profound economic, geographical, and political changes brought about by globalization and of course the digital revolution. At a meta-moment in the show, one of the front persons of the band, Torquil Campbell, states that he would rather do theatrical shows to survive than become a Spotify house band. His bandmates listen to his passionate punk diatribe, not captivated, or convinced, by such sentiments. The play discusses this tactical conundrum alongside connected issues such as gentrification and its effects on their access to affordable rehearsal space. Montreal's indie scene thrived on cheap rent; it is how Stars and other bands such as Wolf Parade and Arcade Fire got established. The re-creation of their practice-space Mount Zoomer -the inspiration for their theatrical set -was famously used by both bands.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.097 | 0.004 |
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