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
Before there was the Design System, there were graphic standards. Had you worked for or with such companies as IBM, Apple, FedEx, or Citigroup prior to 1990, you would be handed a book outlining the company’s graphic standards. That book told you where a logo was to be placed on everything from business cards to print ads. Included were typographic standards defining what font to use and when to use the various weights and sizes. In many cases, that typographic standard included a custom font. For example, prior to 2001, Apple used a customized version of Garamond and then gradually switched to today’s Myriad Pro. IBM is affectionately known as “Big Blue” for a reason. IBM’s corporate color is Pantone’s PMS 2718 C, and the Hexadecimal version is #006699. The Citigroup red umbrella logo uses PMS 485 C, and the Hexadecimal version is #DB230B and its corporate font is Interstate, where the lowercase "t" has been modified to resemble an umbrella handle.
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) | 0.001 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.008 |
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