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
Written to accompany a solo exhibitions by Steven Shearer at the Ikon Gallery in Birmingham, UK, and The Power Plant, Toronto, Canada, the essay discusses how Shearer depicts and appropriates culturally-degraded visual and musical forms in order to highlight social privilege and to recognise resistant expressive forms associated with working class masculinity. \n \nReckitt highlights the artist’s engagement with heavy metal culture and its emphasis on male bonding. With its iconography of fantasy, witchcraft, and courtly love, and its flamboyant, androgynous dress codes, heavy metal offers a refuge from the disappointments of everyday life. Teasing out the humour and self-parody of Shearer's approach, Reckitt discusses his use of appropriation tactics, which he fuses with the aesthetics of auto-didacticism. She notes that when reproducing material from the internet - which he treats as a collective archive as well as a social mirror - Shearer does not correct irregularities in image production, but retains details such as irregular colour, imprecise focus, and the computer screen’s glare.
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 | 0.001 | 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