Peace and chicken: The Simpsons "do diversity" in the critical media literacy classroom
Bibliographic record
Abstract
Now is a complicated time to be an educator. There are many facets underlying the issues that we face within our schools these days. Although we cannot tackle these challenges all at once, we can take small steps, one school, one class, and one student at a time. This thesis presents the animated TV series The Simpsons as a compelling example of the role popular culture plays in motivating and engaging student participation in the classroom. By focusing on the shows' satirical underpinnings, referential humour, and carefully-crafted subplots, The Simpsons becomes a powerful classroom tool for engaging students, facilitating critical discourse around issues of diversity and promoting peaceful, interactive classroom communities. By discussing relevant educational theory as illustrated by examples of the show's tongue-in-cheek critique of our society, we will come to see The Simpsons as a valuable classroom resource (and so much more than simply a silly cartoon).
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.015 | 0.021 |
| Scholarly communication | 0.010 | 0.006 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".