Basket Star, Gorgonocephalus--2025 Judges’ Award Winner, Faculty/Project Scientist Participant Category. In Art of Science
Bibliographic record
Abstract
Caption: <i>Gorgonocephalus chilensis</i> , a basket star echinoderm from Antarctica. Participant category: Faculty/Project scientist Department: Scripps Institution of Oceanography, Marine Biology Research Division This is <i>Gorgonocephalus chilensis</i>, a basket star collected from the eastern Scotia Arc in Antarctica. Its five many-branched arms are used to feed on plankton and usually lies coiled up when not feeding. This specimen is part of the extensive Antarctic collection held in the Benthic Invertebrate Collection at Scripps Institution of Oceanography. It was collected as part of a baseline survey of biodiversity in the region, where ocean warming is rapidly impacting the ecosystem.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.015 | 0.009 |
| Meta-epidemiology (narrow) | 0.004 | 0.004 |
| Meta-epidemiology (broad) | 0.006 | 0.001 |
| Bibliometrics | 0.014 | 0.033 |
| Science and technology studies | 0.002 | 0.023 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.012 | 0.008 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.006 | 0.007 |
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; both teacher heads agree on what is shown here.
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".