Bibliographic record
Abstract
This installment of Earth Focus provides a special look into Studio of the Sea, a group of biologists equipped with camera equipment that are studying the underwater effects of global warming on coral reefs in Phoenix Island, a sparsely populated chain of atolls in the Pacific Ocean. Their footage provides insight into the delicate balance of underwater ecosystems, as well as the devastating effects of even the slightest temperature changes on the health, size and vibrancy of the “rainforests of the sea.” The Planetary Coral Reef Foundation’s crew has been working off the research vessel, the RV Heraclitus, for more than 12 years, which is the only ship continually at sea studying coral reefs on a planetary basis. According to PCRF’s findings, two-thirds of the world’s coral reefs and their ecosystems are at risk for devastation due to climate change, pollution and other harmful underwater trends. Other segments in this Earth Focus broadcast include: a look at the dangers facing wild horses in Palomino Valley, California; a report on a growing number of commercial bottle water companies, such as Ethos and Belu, that donate a portion or all of their proceeds from sales to global causes; and a startling exposé on annual seal hunting in Canada and a resulting boycott against Darden Restaurants, the multi-billion-dollar company that owns Red Lobster, and the entire Canadian seafood industry.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.537 | 0.270 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".