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
Kimberley Patton examines the environmental crises facing the world's oceans from the perspective of religious history. Much as the ancient Greeks believed, and Euripides wrote, that "the sea can wash away all evils," a wide range of cultures have sacralized the sea, trusting in its power to wash away what is dangerous, dirty, and morally contaminating. The sea makes life on land possible by keeping it "pure." Patton sets out to learn whether the treatment of the world's oceans by industrialized nations arises from the same faith in their infinite and regenerative qualities. Indeed, the sea's natural characteristics, such as its vast size and depth, chronic motion and chaos, seeming biotic inexhaustibility, and unique composition of powerful purifiers-salt and water-support a view of the sea as a "no place" capable of swallowing limitless amounts of waste. And despite evidence to the contrary, the idea that the oceans could be harmed by wasteful and reckless practices has been slow to take hold. Patton believes that environmental scientists and ecological advocates ignore this relationship at great cost. She bases her argument on three influential stories: Euripides' tragedy Iphigenia in Tauris ; an Inuit myth about the wild and angry sea spirit Sedna who lives on the ocean floor with hair dirtied by human transgression; and a disturbing medieval Hindu tale of a lethal underwater mare. She also studies narratives in which the sea spits back its contents-sins, corpses, evidence of guilt long sequestered-suggesting that there are limits to the ocean's vast, salty heart. In these stories, the sea is either an agent of destruction or a giver of life, yet it is also treated as a passive receptacle. Combining a history of this ambivalence toward the world's oceans with a serious scientific analysis of modern marine pollution, Patton writes a compelling, cross-disciplinary study that couldn't be more urgent or timely.
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.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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