Diminished men and dangerous women: representations of gender and learning disability in early‐ and mid‐nineteenth‐century Britain
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
Summary The present article explores the relationship of gender and learning disabilities in early‐ and mid‐nineteenth‐century literary representations of people with learning disabilities. Literary texts are useful historical documents because these often foreground how learning disabilities worked symbolically in a social context and enable us to examine the ideological forces shaping notions of learning disabilities. The images explored in the present study suggest some common cultural themes. Men with learning disabilities were understood as being diminished, somehow lacking an essential component of masculine identity. Women, on the other hand, were often reduced to the essential, yet disruptive element of feminine sexuality, or later in the century, were conceived as deviant from the feminine norm in their carnality.
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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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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