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
Abstract ALL THE WORLD’S FUTURES Curated by Okwui Enwezor, along with 89 national pavilions and 44 collateral events, 56th International Art Exhibition of la Biennale di Venezia, 9 May – 22 November 2015 ADVENTURES OF THE BLACK SQUARE: ABSTRACT ART AND SOCIETY 1915–2015 Curated by Iwona Blazwick and Magnus af Petersens, Whitechapel Gallery, London, 15 January–6 April 2015 THE AGA KHAN MUSEUM COLLECTION AND THE GARDEN OF IDEAS: CONTEMPORARY ART FROM PAKISTAN Aga Khan Museum, Toronto, 18 September 2014–18 January 2015 SIMON DENNY: THE INNOVATOR’S DILEMMA Curated by Peter Eleey, with Jocelyn Miller, Museum of Modern Art PS1, New York, 3 April–7 September 2015 POLITICS OF FASHION/FASHION OF POLITICS Curated by Jeanne Beker and Sara Nickleson, Design Exchange, Toronto, 18 September 2014–25 January 2015
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 | 0.002 | 0.002 |
| 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) | 0.000 | 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