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
In 2022, the MacKenzie Art Gallery in Regina, Saskatchewan, Canada, organized and launched the ground-breaking exhibition Radical Stitch , North America's largest ever beadwork exhibition to feature contemporary First Nations, Métis, Inuit, and Native American artists. The exhibition, which has been awarded the 2024 Canadian Museums Association/Association des Musées Canadiens Award of Outstanding Achievement, is curated by an esteemed Indigenous curatorial team comprising Sherry Farrell Racette (University of Regina), Cathy Mattes (University of Winnipeg), and Michelle LaVallee (National Gallery of Canada) and joined a series of smaller exhibitions emerging in recent years that underscore the widespread and growing practices of beaders. Spanning two large gallery spaces, the exhibition brought together over 100 works by 48 artists from coast to coast to coast and from both sides of the imposed International Boundary dividing Canada and the United States.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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