Bibliographic record
Abstract
"An inveterate night-owl and somewhat of a loner, Jim Holyoak works like a prowling cat: in tune with the shadows, his muffled movements hardly breaking the star-lit silence. In his wake, one usually finds formidable mural frescos bustling with curious life forms, suspended between terrestrial deep time and imagined future configurations rising from the ferment of life’s potentialities. His pictorial universe translates a fascinating empathy for all forms of life—extinct, current, and imagined—and a willingness to plumb their inherent strangeness. Holyoak inhabits an tremulous, evolving, hetero-chronic world that he renders for us in sensitive gestures of India-ink, graphite, and watercolour. If his mural installations sometimes derive from collaborative work, his constant production of sketches drawn from life reflects a rather hidden dimension of his sensory world. His sketches document his perambulations in the wilds of Northern Europe, China, Canada, and testify to an existential solitude imbuing these contemplative travels. At OPTICA, the accumulated drawings form the substratum of an epic narrative in nineteen chapters presented in the form of a mysterious archive. " -- Publisher's website.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.151 | 0.045 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".