Ars electronica : 1979 - 2004 : the network for art, technology and society : the first 25 years : 25 Jahre Netwerk für Kunst, Technologie und Gesellschaft
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
For 25 years, Ars Electronica has been an active force in the field of tensions and interplay at the interface of art, technology, and society. What began as an experiment in Linz, Austria in 1979 has become, over a quarter of a century, the arbiter of the state-of-the-art in international media culture. Today, their specific orientation and long continuity make the Ars Electronica Festival, the Prix Ars Electronica, the Museum of the Future, and the Ars Electronica Futurelab a globally unique platform. Featuring a wide variety of text, a comprehensive register of art projects, as well as intriguing sidelights, profiles, and commentary, this anniversary volume is a lavishly illustrated retrospective look at the history and current development of a festival that is consistently focused on the future.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.009 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.003 | 0.004 |
| 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