"Cartoons don't have any deep meaning...": "The Simpsons" and "King of the Hill" address American culture, imperialism and the 'shrinking globe'.
Bibliographic record
Abstract
Animation, both in film and on television, has long been regarded as a playful, subversive medium that is free to communicate countercultural messages, as it is not bound by the use of tangible sets and cinematographic conventions associated with live-action productions. Though many countries around the world have experimented with animation, it is considered to be indigenous to the United States, and American animation has a longstanding tradition of questioning the dominant sociopolitical ideologies that guide American citizens, both at home and abroad. This thesis examines Fox's animated television sitcoms, The Simpsons (1989-present) and King of the hill (1997-present) and discusses the satirical strategies (both narrative and visual) used in these series to make viewers aware of the difficulties that arise when we try to define 'American culture' in an increasingly global world. Factors that complicate attempts to name general characteristics and symbols that 'sum up' America and the American way of life, such as regionalism, immigration, and globalization, are explored in detail as they are represented and negotiated in these popular series.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 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".