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
This chapter describes Canadian film-maker David Cronenberg as one of the most highly regarded auteurs within the horror genre. During the 1970s and 1980s, from low-budget independents to high-profile studio productions, the viewing of a 'David Cronenberg film' usually promised horror audiences a unique and disturbing experience. Coinciding with advances in make up and special effects, and the rise in popularity of the artists who created them, Cronenberg's films spearheaded one of the most popular sub-genres of the 1980s in the form of 'body horror'. The chapter looks at how and why this sub-genre emerged, a product of technological, commercial, and cultural changes in the industry, and how it relates to the 'transformation' films that had gone previously. It also discusses how such a distinctive director as Cronenberg was able to produce a successful mainstream horror film (<italic>The Fly</italic>, 1986) while remaining true to his own world view, and the lasting influence of his work on the genre as a whole.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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