Global Catastrophe in Motion Pictures as Meaning and Message: The Functions of Apocalyptic Cinema in American Film
Bibliographic record
Abstract
The steady rise in production of American apocalyptic films and the genre's enduring popularity over the last seven decades can be explained by the functions the film genre serves. Through an analysis of a broad range of apocalyptic films along with the application of several theoretical and critical approaches to the study of film, the author describes seven functions commonly found in American apocalyptic cinema expressed both in terms of its meaning (the underlying purpose of the film) and its message (the ideas the filmmakers want to convey to the audience). Apocalyptic cinema helps the viewer make sense of the world, offers audiences strategies for managing crises, documents our hopes, fears, discourses, ideologies and socio-political conflicts, critiques the existing social order, warns people to change their ways in order to avert an imminent apocalypse, refutes or ridicules apocalyptic hysteria, and seeks to bring people to a religious renewal, spiritual awakening and salvation message.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.010 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".