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
The murder of Mahsa Jina Amini has galvanized a movement for women’s rights and freedom in Iran. Translating political movements and their slogans is often a daunting task, as identities, histories, and struggles are not easily translatable cross-culturally. This movement, too, has provoked frenzied sentimentalism and “feel good” social media activism from celebrities and politicians. From celebrities cutting their hair on social media, to politicians and right-wing activists and leaders denouncing the Islamic regime, the focus of the protest seems to have been lost in the west. The discourse in the west is lacking a critical analysis of the politics of veiling and unveiling in western countries. This commentary points out that the movement spearheaded by Iranian women and schoolgirls is against state coercion. It further argues that reframing the discourse to focus on the protest as being against state control, instead of hijab, will be a more useful way forward for feminist movement globally.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| 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 it