"They can't occupy this country": A symbolic anthropological approach to extraterrestrial encounter narratives in American culture.
Bibliographic record
Abstract
The mediums of film and television, both fiction and non-fiction, have significant influence on the construction of modern American culture. In the case of fictional media, public perception and experience is related to symbolic constructions that correspond to non-fiction subjects. In American culture, the extraterrestrial is given cultural significance as a symbol, in certain narrative incarnations, which poses a threat to the American values of Life, Liberty, and the Pursuit of Happiness. These three values can be encompassed by the ideology of autonomy, and the ET can be seen as an encompassing symbol in opposition to autonomy. American media and culture are the primary focus of this study because, although themes of alien contact and encounter are also embedded in Canada and many other Western nations, the American media and entertainment industries are firmly established, have the broadest reach, and have the most impact worldwide. --P.ii.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".