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 EXHIBITION, DESIGN, PARTICIPATION: ‘AN EXHIBIT’ 1957 AND RELATED PROJECTS, ELENA CRIPPA AND OTHERS London: Afterall Books (2016), 240 pp., Paperback, ISBN: 978-3-863-35897-6, £14.95 PUBLIC SERVANTS: ART AND THE CRISIS OF THE COMMON GOOD, JOHANNA BURTON, SHANNON JACKSON AND DOMINIC WILLSDON (EDS) Cambridge, MA and London: MIT Press (2016), 518 pp., Hardcover, ISBN: 978-0-262-03481-4, US $44.95 TROUBLER LA FÊTE, RALLUMER NOTRE JOIE/TO SPOIL THE PARTY, TO SET OUR JOY ABLAZE Montreal: Journée sans culture (2016) 142 pp., Paperback, ISBN: 978-2-98163-06, CDN $30.00 SURVEY FOR CULTURAL WORKERS/QUESTIONNAIRE POUR TRAVAILLEURS CULTURELS, JO-ANNE BALCAEN (ED.) Montreal: self-published (2015) 76 pp., Paperback, ISBN: 978-0-994-72830-2, CDN $20.00
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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