The Voices of Samizdat and Magnitizdat
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
Abstract This chapter treats “samizdat” (self-publishing) and “magnitizdat” (audio tape self-publishing) in the late Soviet Union via the concept of the “voice.” Komaromi discusses a select set of examples including guitar poetry; Boris Pasternak’s Doctor Zhivago; Aleksandr Solzhenitsyn’s Gulag Archipelago, Evgeniia Ginzburg’s camp memoirs; poetry at Maiakovskii Square; and the texts of Leningrad second culture. These examples facilitate exploration of the way samizdat and magnitizdat related to official culture, even as they expanded the range of late Soviet culture far beyond what was allowed in print. They also make it possible to analyze the way samizdat and magnitizdat voices mediated between silence and speech, matter and spirit, presence and absence, and the individual and the collective, creating new ways for Soviet citizens to express themselves and be heard by one another.
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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 | 0.000 | 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 | 0.001 |
| 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