Web Cartoons in a Closed Society: <i>Animal Farm</i> as an Allegory of Post-Communist Belarus
Bibliographic record
Abstract
Political humor directed at President Alyaksandr Lukashenka is beyond the official boundaries of the permissible in Belarus, a former Soviet Republic tucked away on the eastern border of the European Union and oft labeled “Europe's last dictatorship.” In August 2005, KGB officers raided the Minsk office of the civic group Third Way, confiscated the computer equipment, and threatened criminal charges for posting animated cartoons on the group's web site ( http://mult.3dway.org ). Oleg Minich, the cartoonist and founder of the virtual cartoon club Multclub , faced imprisonment of up to five years. His alleged crime falls under Article 367 of the Criminal Code, “Defamation of the President of the Republic of Belarus.” This flagrant attack on the freedom of expression was part of a broader crackdown on the mass media in preparation for the 2006 presidential election.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.011 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.017 | 0.002 |
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".