Bibliographic record
Abstract
"Born in Kinngait (Cape Dorset) in 1961, Shuvinai Ashoona is now one of Canada’s most notable artists, whose work has been celebrated domestically as well as in Australia, Europe, and the United States. Her highly imaginative work combines aspects of traditional Inuit culture and mythology with influences derived from the non-Arctic world. Hailing from a long line of graphic artists, including her grandmother Pitseolak Ashoona (c. 1904–1983) and her award-winning cousin Annie Pootoogook (1969–2016), Shuvinai took up the mantel in the mid-1990s, producing detailed, primarily monochromatic drawings that depict the natural landscapes and traditions of the North. However, her attentions soon shifted to fantastical creatures, dreamlike landscapes, and aerial-perspective representations of a global community, expressed in vivid colour. Shuvinai Ashoona: Life & Work delves into the world of an artist whose rich graphic imagery conveys an intricate and textured personal vision. Using coloured pencil and pen and ink to render dense, highly imaginative drawings, Shuvinai creates art that reflects the intersection of values between the traditional and the contemporary in the North." -- Distributor's website.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.049 | 0.008 |
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 source (direct Gemma or distilled Codex), 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".