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
Born in 1950, Googoosh began her career as a child actor on stage, television and film; by her twenties, she was the country’s primary female interpreter of <italic>musiqi-yi pap</italic> (Western-influenced “pop music”). Following the Iranian revolution and the establishment of the Islamic Republic of Iran in 1980, Googoosh’s fame became a liability. The revolutionary project involved purifying Iran of its “colonized” culture; moral corruption and unveiled “lust-inciting” women. Then, in 2000 Googoosh left Iran to restart her career in exile, landing first in Toronto and then settling in Los Angeles. She embarked on a new phase of her career singing her prerevolutionary romantic repertoire but also with a declaration of her intention to “give voice” to herself, to Iran and Iranians around the world. This chapter argues that the metaphorical “voicing” Googoosh performed on behalf of “those inside Iran” was an extension of an already-established pattern in which she blurred the line between celebrity as exceptional individual and celebrity as medium for collective expression.
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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it