Aquarium expands for penguin breeding program
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
A Niagara Falls aquarium is expanding so it can breed and protect the threatened Humboldt penguin. The penguins at a New York Aquarium are getting a serious habitat upgrade.Gov. Andrew Cuomo says work has begun on a $3.3 million project to create a new penguin exhibit at the Aquarium of Niagara that can breed and protect the threatened Humboldt penguin..In the wild, the birds are only found along the Pacific Coast of South America from Peru down to Chile.The exhibit and gallery'll include a rock beach modeled after the coast of Peru and an interactive classroom for visitors.With the improvement, the aquarium'll seek accreditation from the Association of Zoos and Aquariums to expand its penguin colony and restart a breeding program.Only 20 facilities in the United States and Canada house Humboldt penguins.The new exhibit'll feature more than 20 of the birds.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.020 | 0.001 |
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