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
POLITICALLY INVOLVED FILMMAKER: ALEKSANDER FORD AND FILM CENSORSHIP IN POLAND AFTER 1945 AFTER World War II civil rights were restricted in Poland as in most of the countries that fell into the zone of Soviet influence. Polish citizens experienced censorship in almost every field of their daily existence. Within the film industry censorship did not function solely as a means of checking final products from the standpoint of ideology. The controlling machine was not only the domain of the Party itself, even though its officials held decisive voice in restricting the autonomy of artists. The highly elaborate system also involved many moviemakers, who often proved to be very efficient in establishing methods of censorship and propaganda within Polish cinema. There was no clear-cut division between the Party and the filmmakers. Both groups became mixed, and the latter often willingly cooperated with the first. Just after the war there was...
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 | 0.002 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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