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
The Salish Archipelago includes more than 400 islands in the Salish Sea, an amalgamation of Canada's Georgia Strait, the United States’ Puget Sound, and the shared Strait of Juan de Fuca. The Salish Sea and Islands are named for the Coast Salish Indigenous Peoples whose homelands extend across the region. Holiday homes and services have in many places displaced pristine ecosystems, Indigenous communities, and historic farms. Will age-old island environments and communities withstand the forces of commodity-driven economies? This new, major scholarly undertaking provides the geographical and historical background for exploring such questions. Salish Archipelago features sections on environment, history, society, and management, accompanied by numerous maps and other illustrations. This diverse collection offers an overview of an embattled, but resilient, region, providing knowledge and perspectives of interest to residents, educators, and policy makers.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.993 | 1.000 |
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