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
American analog color television—so-called NTSC color—is likely the most pervasive image standard of the twentieth century, yet it is infamous for its technical shortcomings. Through a history and analysis of the National Television System Committee (NTSC) standard, this article argues that the political presuppositions of engineers shaped the representational capacities of television for nearly sixty years. In particular, the test images used to develop a perceptually satisfying image evince assumptions of a leisurely and white United States as the “normal” subject matter of television. In this way, test materials coalesce abstract assumptions about the normal and the exceptional at the level of both form and content. This article concludes that NTSC color served as a model for how normed cultural sensibilities about image quality, perceptual ability, and the representational imaginary have been built into subsequent technical standards. A Scalar version of this paper, with more pictures, is available at http://colortvstandards.net
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 | 0.000 | 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) | 0.001 | 0.002 |
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