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
Although Dawn of the Dead polarized critics and shocked audiences, the biggest challenge it posed was to the film industry’s regulatory bodies, as this chapter discusses. Dawn of the Dead’s financial success as an unrated film undermined the MPAA rating system, putting pressure on the MPAA to make changes to the system, which eventually resulted in the replacement of the “X”-rating with the “NC-17”. In Britain – according to then BBFC president James Ferman – Dawn of the Dead was considered a threat in terms of confronting the BBFC with “violence never before passed by the Board.” In Ontario, Canada it suffered severe cuts; and in Australia it was initially banned. Part of the threat Dawn of the Dead posed to these regulatory bodies arose because of its status as an independent film. The chapter argues that studio films, such as Friday the 13<sup>th</sup> (1979) were felt by the regulators to be mitigated by their essentially conservative moral messages; Romero’s satire of consumer-capitalism was, by contrast, ideologically troubling to censors.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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