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
Canada, with its vast distances, was an early adopter of communications technologies. Starting in the 1970s, Canadian artists pursued the aesthetic strategies of correspondence art, video, telecommunications, and artist-run centers. Beginning with Bill Bartlett's Brechtian credo that real communication must be interactive, and noting Robert Filliou's influential concept of the “Eternal Network,” Hank Bull tells the story of a small group of artists who tested the potentials and implications of telecommunications art. He discusses radio, slowscan video, electronic mail and fax art, referring to specific projects produced for Ars Electronica (1983), Electra (Paris, 1983) and the Venice Biennale (1986). More recently, Shanghai Fax (1996), staged by Bull, with artists Shen Fan, Ding Yi, and Shi Yong, was one of the first international group exhibitions to take place in China since the revolution. In conclusion Bull emphasizes sympathetic listening in this new territory, where unfamiliar noises clash as new rhythms sound.
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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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