Students for Freedom and Equality: The Inevitable Return of the Left in Post-Revolutionary Iran
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 emergence and rapid but short-lived presence of Students for Freedom and Equality (SFE; in Persian: Daneshjuyan-e Azadikhah va Barabaritalab or DAB) across major Iranian campuses and their fateful 4 December 2007 protest rally on the campus of the University of Tehran speaks of the return of leftist student activism to Iranian campuses after almost two decades of absence or invisibility within the context of post-revolutionary Iran. SFE was an umbrella democratic organization: its activists came from a plurality of social and political backgrounds and adhered to diverse leftist ideas. But in the context of pro-Reform Movement student activism in Iranian post-secondary institutions in the late 1990s and in 2000s, for a short time the SFE tried to hegemonize student activism and challenge the various pro-government tendencies in university campuses. Before state repression forced the SFE out of operation in 2007, Students for Freedom and Equality brought to campuses candid discussions of social justice issues, critique of Iran’s neoliberal economic policies, and challenges to censorship and lack of freedom.
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 | 0.001 |
| 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 it