Images, Ideals, and Intentions: History and Disability on Screen
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
Abstract: Scholars of history, disability, and popular culture have spent the last few decades examining, critiquing, and unpacking the meaning and impact behind representations of disability in television and cinema, both past and present. While their source material varies, their basic arguments do not; scholars argue that the majority of incidents of disability on screen are reductive, inauthentic, stigmatizing, and repetitive. This essay examines CBS Television’s The Waltons as a case study in disability and American cultural history and contends that, by and large, representations of disability on screen are indeed problematic for the very reasons that scholars have so thoughtfully articulated. However, the following article argues that to properly understand the history of disability on screen and to effectively mitigate its stigmatizing legacy, scholars must look beyond the images of disability that have long graced television screens and consider the people and production processes that brought them to light [1]. Popular entertainment does not exist in a vacuum; the finished product of a television series is a visual artifact at the end of a long and complex production process.
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 | 0.002 | 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 | 0.000 | 0.006 |
| 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