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
In Montreal, the multicultural city of Canada, a college of moderate size with a very strong music program intends to construct on their campus a performance hall primarily for opera.The hall will be used by student as well as professional opera performers.The main purpose of the hall will be the traditional opera program, the hall will also have a multipurpose function that's allow musical theater, orchestral concerts, chamber music, dance and occasional lecture.The building program: Performance hall with an audience seating that allow 1200 seats where 40% of the seats are placed in the two or three levels balconies.The orchestra pit should accommodate an orchestra of approximately 70 musicians and variable acoustics should be considered.The scene shop, dressing rooms and costume shop should have adequate sound isolation.The rehearsal room should be planed and require a space with daylight for dancers, small instrument and chorus.The lobby should serve as the entrance and have same other facilities.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.007 | 0.003 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.032 | 0.008 |
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