Bibliographic record
Abstract
The Salish Sea Atlas is an open access digital book containing maps, illustrations, interpretive text, and downloadable geospatial datasets addressing cultural and environmental themes across the Salish Sea Bioregion. The Salish Sea is an international estuarine ecosystem encompassing an intricate network of inland marine waterways in Washington and British Columbia. The Salish Sea Bioregion includes both the marine waters and their upland watersheds. This bioregion is home to over nine million people living in and around the Cascadia megalopolis centered on Vancouver and Seattle. Although divided by an international border, the Salish Sea Bioregion can in many ways be considered a cohesive geographic region based on its natural and cultural characteristics and history. The concept of the Salish Sea as a region has become a critical focal point for local bioregional education, research, restoration, conservation, and policy development. The scarcity of accurate, cohesive, and easily available spatial data and thematic maps covering the entire bioregion is a critical impediment to these efforts. The Salish Sea Atlas aims to address this need.
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 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 | 0.000 | 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 | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".