Patterns in the Distribution and Abundance of Selected Zooplankton Species from the Coast of British Columbia
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
AbstractData on the distribution and abundance of the calanoid copepods Calanus plumchrus, C. cristatus, and Eucalanus bungii bungii and the chaetognaths Sagitta elegans and Eukrohnia hamata were obtained in 1977 from two cruises along the British Columbia coast. Stations adjacent to the Strait of Georgia were strongly influenced by an annual intrusion of offshore water, which carried large numbers of immigrant zooplankters, while those in Loughborough Inlet and the vicinity of Dean and Burke channels had a higher proportion of resident species and a less obvious intrusion. Species in Douglas Channel suggested an intrusion that did not appear in the hydrographic data and also indicated that Douglas Channel may be unique with respect to the other inlets studied. Patterns of distribution for the five species support previously recognized patterns in zooplankton communities and hydrographic regimes along the coast, and show that the formation and maintenance of zooplankton communities there is a combination ...
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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) | 0.002 | 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 it