Bibliographic record
Abstract
GLASSTRESS 2017 <br/>Venice, 11 May - 26 November 2017 <br/>GLASSTRESS 2017 curated by Dimitri Ozerkov,Herwig Kempinger, Adriano Berengo,with the consultancy of Clare Phyllis Davies Fondazione Berengo / Istituto Veneto di Scienze, Lettere ed Arti Palazzo Franchetti 2847 San Marco 30124 Venice Murano, 13 May > 26 November 2017ISBN: 978-88-572-3730-5Distributed in USA, Canada, Central & South America by ARTBOOK | D.A.P. 75 Broad Street, Suite 630, New York, NY 10004, USA. Distributed elsewhere in the world by Thames and Hudson Ltd., 181 A High Holborn, London WC1V 7QX, United Kingdom.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.006 |
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; both teacher heads agree on what is shown here.
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".