Bibliographic record
Abstract
University of Huddersfield GEM4 – Surreal Images1, 2006; SEAMUS, University of Oregon, 2006; Research Spaces 3: TOPOS, The Moving Image between Art and Architecture, The Slade School of Art, London, 2006; 16th Annual Florida Electroacoustic Music Festival, University of Florida, 2006; (with support from the Arts Council); Visual Music Marathon, North Eastern University, Boston, USA. 2007; Broadcast on Elektramusic, Canada 2007; WOCMAT, National Chiao Tung University, Taiwan 2007; 3rd Journal of Media Practice Symposium; University of Bristol, UK, 2007; Abstracta International Abstract Cinema Exhibition, Rome 2007; Sonoimagenes, Buenos Aries, Argentina 2007 Seeing Sound 2 BSU, 2011; Monterrey Institute of Technology, Monterrey, Mexico, 2013; (DXArts), Washington State University, Seattle, USA, 2013.
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 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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 teacher head, 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".