Sanak Intertidal Community Horizontal Transect Data, Sanak Island, AK, USA, 2004
Bibliographic record
Abstract
The objective of this biological survey was to document the intertidal community around the various habitats of Sanak Island, Alaska. This work was done in concert with a larger study assessing the terrestrial ecology, paleoenvironment (palynology and vulcanology), anthropology (ethnography), and archaelogical reconstructions of the history and prehistory of the island. Vertical transects were run perpendicular to the coastline to help characterize the zonation of the intertidal communities in different habitat types around the island. Abundance of all macroscopic organisms were quantified in these surveys. The transects were spaced somewhat evenly along the coast, independent of habitat. These transects spanned the intertidal, perpendicular to the shoreline, from Mean Lower Low Water (MLLW) at 0 ft to the lower edge of terrestrial biota. Quadrats of ¼ m2 were monitored along the transect, placed every foot vertically. Regularly spaced and more frequent vertical transects were used to obtain higher resolution data on the presence and abundance of organisms within Pauloff Harbor. These transects were sampled at regular 300m intervals along the shore, between the most outer edges of the harbor.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.003 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.011 | 0.002 |
| Research integrity | 0.002 | 0.007 |
| Insufficient payload (model declined to judge) | 0.012 | 0.039 |
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; both teacher heads agree on what is shown here.
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".