Gas hydrate occurrence in the Northern Gulf of Mexico studied with giant piston cores
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
Gas hydrate is widely regarded as a potential energy resource and as a geohazard associated with both continental slope sea floor instability and petroleum exploration [e.g., Kvenvolden , 1999] . The northern Gulf of Mexico contains some of the best‐documented occurrences of gas hydrates in the world, because they have been found in near sea floor sediments at more than 50 locations associated with active sea floor hydrocarbon seeps [ Sassen et al , 2001]. Despite years of geophysical prospecting for hydrocarbons, the spatial and vertical distribution of deep gas hydrate in the Gulf of Mexico is not well known. This uncertainty hinders both the determination of the economic potential of gas hydrate resources in the region [ Milkov and Sassen , 2001] and their potential as a geohazard.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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