How He Got His Scars: Exploring Madness and Mental Health in Filmic Representations of the Joker
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
In May of 1939, DC Comics introduced their popular Batman series, but it was a year later when the iconic villain, the Joker, entered the story. What began as a lighthearted pulp comic has since evolved, with Batman’s enemies growing darker and more sinister. In the film, the Joker is now less “clown prince” than violent madman, determined to wreak havoc and spread his warped view of society. Through a thematic discourse analysis, this article explores how Batman films featuring the Joker routinely naturalize and reinforce sanist beliefs about mental illness and are deployed as narrative prostheses to rationalize his heinous crimes. Blending work from both disability studies and mad studies, we explore the cultural construction of madness as animated by filmic representations of the Joker and consider how these narratives inform perceptions of mental illness and subsequently rationalize the disciplining of mad people.
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 | 0.001 | 0.000 |
| 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