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
One of the standard ways for a critic to set up an argument is to state that the popular image of an artist is misguided. The rhetorical manoeuvre cuts two ways, or would were it not so overused. It sets the critic up as a thoughtful expert and clears the ground for the construction of a contrary image that claims to be truer to life. What remains for both the straw man and the thoughtful expert is the necessity of the image, a narrative trope that tags the artist with certain identifying traits and provides a ready means of orientation for both apprehending the artist's work and communicating about it in social contexts. It would be easy to dismiss these images as packaging or window-dressing, both of which they are, but it would also be a mistake. The images are as unavoidable as they are useful, the basic coinage of the pragmatics of art. They are also symptomatic of the cultural trends that they serve or challenge. None of them should be believed, exactly, but all of them should be taken seriously.
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 | 0.001 | 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