Bibliographic record
Abstract
Women sing. Women suffer. Women die. Among the musicological community, the perceived value of each of these matters is contingent on whether or not scholars view women as victims or equals in the opera tradition. Opera is built on one of the great natural parities, the equality of male and female voices.1 This vocal equality, the way “Women sing ” so competently and expressively, is said to enforce the idea that women are rarely seen as victims.2 On the other hand, classic libretti can be seen to represent a different type of woman, a woman that is often murdered or driven to suicide by men, a woman that is a victim of opera.3 Tristan and Isolde is one such opera that sees the female protagonist face a dreadful conclusion. However, Isolde is also a woman who shares vocal equality with the male protagonist. In the final scene, the Liebestod (love-death scene), Isolde’s lover has already died thus leaving Isolde with little reason to live. Instead of life, she yearns for redemption through death. Isolde sings herself to death in this climactic and imperative scene of the opera. Theories of equality and inequality collide here.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.013 | 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; a candidate call from one teacher head, 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".