Location Confirmation of Sockeye, Coho and Pink Salmon Species on the Coast of British Columbia
Bibliographic record
Abstract
Migration patterns of Pacific Salmon are changing, and previous literature has suggested that monitoring species location and abundance is essential in recording their dynamic patterns. Therefore we conducted a survey of salmon species using samples from Steveston Harbour, Richmond, B.C. to provide a snapshot of confirmed salmon species in various locations along the coast of British Columbia on October 28 2018. Our data is a preliminary step to creating a model tracking population abundance and migration patterns, which would require a compilation of many similar snapshots. Analysis of samples from fisherman using DNA isolation and PCR techniques yielded a broad geographical distribution. Sockeye (Oncorhynchus nerka) were found in Nanaimo and the Fraser River, chum (Oncorhynchus keta) were found in Nanaimo and the Lasqueti Islands, and pink (Oncorhynchus gorbuscha) were found in Haida Gwaii. This information can be used as preliminary data towards a larger scale projection of salmon populations and migration patterns.
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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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".