Students for Freedom and Equality: The Inevitable Return of the Left in Post-Revolutionary Iran
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.014 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".