On Political Cartoons and Social Studies Textbooks: Visual Analogies, Intertextuality, and Cultural Memory
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
Political cartoons are animated through visual analogies that imply a likeness between the event portrayed in the image and the issue on which the cartoonist is making comment. Although many kinds of analogies can be used, meanings arise as the viewer is able to recognize and interpret them. This becomes difficult, though, when a cartoon's analogy is drawn from contemporary or historical events, plays on literary allusions, or uses past cultural knowledge not readily available to a viewer. The resultant intertextuality assumes an ideal viewer and a narrow cultural memory that have consequences for who is included in, and excluded from, the ongoing editorial conversation. Issues flowing from this assumed memory are discussed in relation to social studies textbooks used in British Columbia.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.004 |
| 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