Inscribing Interiority and Ideology: Representing the Visually Elusive in the American Petroleum Institute’s Cold War Films
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
Films sponsored by the American oil industry during the Cold War often pit communism and capitalism against each other, arguing for the latter’s ideological superiority. Since abstract ideologies are difficult to represent visually, the battle takes concrete form via depictions of layers of underground rock in films like The Last Ten Feet (1949) and Destination Earth (1956), which demonstrate how the American oil industry’s engineering ingenuity locates and extracts the precious crude oil reserves found therein. In this essay, I argue that by harnessing moving images’ power to visualize the optically elusive, films sponsored by the oil industry show it to have technological access to customarily inaccessible underground space, thus making the industry seem a more potent foil for the Red menace.Image Credit: Screenshot from Destination Earth (1956).
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 | 0.001 |
| 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