Bibliographic record
Abstract
The Luminous Sea is a novel in the fictional Newfoundland outport of Molasses Bay. While the novel owes a debt to the magic realist tradition, it falls into the literary genre of new weird. \nA team of researchers are studying the emergence of phosphorescent tides and in the process of sampling marine life populations Vivienne, a young research assistant, hooks up a creature unknown to science: a kind of fish, both sentient and distinctly female. Vivienne’s supervisors, Colleen and Isaiah, recognize the importance of the discovery and intend to exploit it to their fullest benefit. They begin invasive scientific testing on the specimen even as they make preparations to transport the animal to St. John’s. Meanwhile, the creature is wasting away, and Vivienne is increasingly disturbed by the events around her. Colleen and Isaiah are willing to do anything to keep their discovery a secret and Vivienne is forced to decide if she will endanger herself to save her fish.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.012 | 0.008 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.019 | 0.003 |
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".