Bibliographic record
Abstract
This Element focuses on Xin Fengxia (1927–1998), a star of the regional xiqu form pingju, and her prominent role in transforming the genre from folk entertainment for the lower class to one of the most notable winners of the xiqu reform after the establishment of the People's Republic of China (PRC) in 1949. The Element's four sections expand from this core concept to include the four stages of her life experience and artistry that shaped her legacy: growing up in China's third largest theatre market Tianjin before 1949, national stardom in Beijing (1949–1957), restricted creativity amidst political upheavals (1957–1975), and as a prominent author after a stroke (1977–1998). Rather than following a biographical approach, these sections zero in on the environment before and after 1949 that made her a prominent pingju reformer and the consequent price of such success.
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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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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; 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".