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
technical Journal to "disseminate scientific information concerning the motion picture, television and allied arts and sciences."SMPTE has a long history of documenting development and advances in the motion imaging field.We started of course with film, then added television imaging and recording, and now new methods of both recording, file-based storage, and dissemination by means such as the internet.I am writing this from my company's offices in New York and often wonder what Thomas Edison, a motion imaging pioneer if there ever was one, would think of the new systems, methods, and the truly amazing quality we have achieved.The SMPTE Motion Imaging Journal is a peer-reviewed publication.Unlike many magazines in our industry, Journal papers are vetted by a team of industry experts for technical content.LeRoy DeMarsh, retired from Eastman Kodak, is the Chairman of our Board of Editors.Board members, whose names appear every month on the Journal's masthead page, volunteer their time to read, comment, and correct
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 | 0.001 | 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 | 0.000 |
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