Bibliographic record
Abstract
Scattered throughout the Strait of Georgia, which separates Vancouver Island from mainland British Columbia, are the province’s Gulf Islands. These are sites of extreme endemism and cultural diversity. One such place, at the northern end of this fragmented chain, is Hornby Island. A longstanding arts hub initially characterized by the creative energies of draft dodgers, counter culturalists and hippie intelligentsia who flocked to the island in the ’60s. Part rebellion, part escapist reformation, Hornby Island’s arts culture stands apart from others in the Gulf Islands in that it encompasses both the traditional fine arts and numerous unorthodox architectural explorations. Yet, today the island’s popularity as a tourist destination and the ever-increasing ease of access to its shores risks overtaking the memory and methods of the people who helped develop it. As established artisans age and pass on; and property values continue to rise, limiting entry for their successors, a void begins to grow that risks the erosion of localized cultural and craft memory in its vital role as a touchstone of this rural community. In an effort to contravene such a decline this project proposes a series of speculative design interventions intimately informed by local cultural practices and material ecologies. These constructs positing that the preservation of craft knowledge and freedom of action on the island is as much about one’s agency in the creation of their space as it is in the creation of their art.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.010 | 0.008 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.017 | 0.002 |
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".