The Avian Collection of the Zoological Museum of the University of Athens (ZMUA)
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
BACKGROUND: The Zoological Museum of the University of Athens (ZMUA) was established in 1858. It is the oldest natural history museum of Greece. The museum began its operation with the acquisition of a core collection and has been expanding ever since. One of the most substantial parts of the museum's collection consists of the avian exhibits, originating from around the world. NEW INFORMATION: Today, the avian collection consists of 2,948 specimens, preserved mostly through taxidermy, along with a significant number of eggs. The birds have been collected from around the world. A substantial part of the collection consists of individuals originating from Greece, Brazil, Canada and Australia. Having this valuable source of biogeographic information and a potential reserve of historical genetic diversity, ZMUA presents here the contents of the avian collection.
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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 | 0.001 | 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) | 0.009 | 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