The ?“Goodbye? Petrovka”? Plan: ?Moral ?Economy? of ?File ?Sharing? in ?Post?Soviet? Ukraine
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
Ukraine, the second most populous of the former Soviet republics, had been named as one of the ten “priority countries” with “unacceptable piracy rates.” Kiev’s open-air Petrovka Market has become a symbol for the blatant distribution of pirated books, films, music, and software. As living standards and disposable incomes have…L’Ukraine, la deuxième ex-république soviétique la plus peuplée, est reconnue comme l’un des dix « pays prioritaires » pour son « taux de piratage inacceptable ». Le marché en plein air de Petrovka à Kiev est devenu un symbole flagrant de la distribution de livres, films, musique et logiciels piratés. Comme le niveau de vie et le revenu disponible ont augmenté de façon spectaculaire…
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 | 0.002 | 0.029 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.004 | 0.014 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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