TVPD: The Generational Diegetics of the Police Procedural on American Television
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: This paper examines the crime fiction genre known as the police procedural and traces its evolution from televisual inception to the present. The police procedural in the context of American network television is generally divisible into three canonical periods—the Golden Age, the Gilded Age, and the Dark Age—with the series populating these eras serving not only as social dramas that calibrate public sentiments about the police, but more importantly as historical texts that reflect how the police perceive their role as workers in American society: a self-assessment based primarily on their relationship to technology. As policing has undergone tremendous technological change in concert with the popularization of the police procedural, having largely evolved, technologically speaking, into an automated industry, the TV cop has similarly devolved into a composite figure alienated from both work and American society at large.
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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 | 0.000 |
| 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 | 0.003 |
| 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