Survey of dinoflagellate cysts in Barkley Sound, Vancouver Island, Canada
Bibliographic record
Abstract
The objective of this study was to examine how groups of dormant, spore-like structures produced by dinoflagellates called 'cysts' are distributed in the sediments of an estuary known as Barkley Sound, Vancouver Island, Canada.Samples were collected between 22 January and 3 February 2013 aboard the University of Washington R/V Thomas G. Thompson.Barkley Sound was divided into three areas of interest: Effingham Inlet, Imperial Eagle Channel, and Uchucklesit Inlet.The three regions differed greatly in the number of cysts observed, their diversity, and other characteristics.The number of cysts in Effingham Inlet and Imperial Eagle Channel was greater in less restricted areas and lower in confined areas.The total abundance within Uchucklesit Inlet was greatest in the head and least near the entrance; opposite of the other two regions.Cysts of toxic dinoflagellate genera were found at almost every station in varying concentrations.These differences are related to the unique bathymetry and current patterns of each region.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".