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
On April 19th 2011 artist-researcher Andra McCartney and sound artist Kathy Kennedy (Montreal) joined visiting artist Siew-wai Kok (Kuala Lumpur) in a performance and presentation of their collaborative work Sleepwalking Kuala Lumpur <==> Montreal. In 2010 McCartney travelled to Kuala Lumpur where she and Kok met and performed together, and McCartney led a soundwalk with Kok Siew Wai’s class. For the second chapter of this project the artists continued their walking experiences in Montreal. The collaboration culminated in a presentation and discussion about the project. \n \nThe evening opened with short presentations by Montreal-based sound artists Sam Thulin and Lisa Gasior. Thulin shared excerpts of his work “There to Hear: Placing Mobile Music,” an exploration of public transportation and mobile music in Montreal, and Gasior presented her MA thesis project, Sounding Griffintown.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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