Ocean sunfish in Canadian Pacific waters: Summer hotspot for a jelly-eating giant?
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
With reports of increasing gelatinous zooplankton biomass in the east Bering Sea, the presence of one of the ocean's largest jelly-eating predators, ocean sunfish Mola mola, in northeastern Pacific waters merits closer scrutiny. Using shipboard surveys and standard line-transect survey field protocols, the presence and absence of M. mola in the waters off British Columbia (Canada) were investigated over three consecutive summers between 2004 and 2006, and spring of 2007. A high-density region was located at the western edge of Queen Charlotte Sound during the summer months only. Key factors associated with this hotspot include elevated water temperature and complex bathymetry. This work establishes baseline data on an elusive yet consistent summer visitor to Canadian Pacific waters and a methodology for conducting additional M. mola distribution studies using surface surveys in other ocean regions.
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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) | 0.022 | 0.002 |
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