Environmental and biological controls of glass sponges around the Discovery Islands, British Columbia, Canada
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
Introduction & ObjectiveGlass sponges (Porifera, Hexactinellida) are characteristically deep water animals, and they are mostly found in depth range of 300-600 m 1 .In only few locations worldwide, including coastal waters of the northeast Pacific, they are found in shallower waters 3 .Glass sponges have significant ecological roles in constructing benthic habitats 4 .Because of their spiky texture and questionable palatability they seem an unlikely prey.However there are reports of predation of glass sponges by sea stars (incl.Ceramaster sp) and dorid nudibranchs 5,6 .This research aims to investigate reasons for the occurrence of glass sponges around the Discovery Islands by evaluating impacts of environmental and biological factors.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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