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
Now widely used as a catchall term to describe politically combative or oppositional art, "agitprop" originated from the early Soviet conjunction of propaganda (raising awareness of an issue) and agitation (exciting an emotional response to the issue), as theorized by Lenin in What Is To Be Done (1902) and institutionalized in the many departments and commissions of Agitation and Propaganda in the USSR and the Comintern after the Russian Revolution. The portmanteau term conveys the terse telegraphic efficiencies of Bolshevik bureaucratic rhetoric. Considered both as a mode of artistic production and a set of formal characteristics, agitprop had an immense impact on modernist cultural practice, particularly in graphic design, visual art, and theater. In the theater, agitprop developed in Russia and Germany as a mobile form of exhortative revolutionary theater designed for quick outdoor performance. It was adaptive to location, audience, and cast, and suited the sightlines and acoustics of outdoor performance in found spaces. Short phrases, heavy cadence, and repetition allowed performance to project through noisy and unruly audiences. The form achieved widespread popularity in the brief period between the mid-1920s and the coalescence of the Popular Front in 1934, when artistic and political radicalisms aligned in a vision of an artistic practice mobilized by international proletarian modernity; in this, agitprop was theorized as the theatricalization of modernity.
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 | 0.000 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.039 | 0.004 |
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