Bibliographic record
Abstract

 In the twenty-first century, many argue that Opera is a dying art form and no one wants to see an opera. However, since 2000 many opera houses have been built around the world in centres without longstanding traditions of opera. As a result architects are now forced to balance the centuries of traditions of opera with a contemporary audience. Architect and city developers have begun to think of inventive ways to use architecture of opera houses as a lure to attract those who might not typically attend the opera. The act of going to the opera begins with the transportation chosen to get there, followed by interaction with the public spaces outside, through the doors into the public lobby, and finally into the auditorium. The opera house can be a space that people do not only go to see a performance but to feel like a part of a community. This integration is developed through the architecture of the opera house and, in particular, the choice of material of glass in many contemporary opera houses. This relationship of community inside versus outside the opera house is permeable through this glass wall. Understanding the opera house as a creator of community allows for opera to remain an integral part of culture moving further into the twenty-first century.
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 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 | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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; both teacher heads agree on what is shown here.
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".