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
Double-diffusive convection (DDC) is a phenomenon that can occur in fluids in which buoyancy is affected by two constituents that diffuse at different rates. Many readers of Oceanography magazine will be at least somewhat familiar with the topic of oceanic DDC, probably in the form of “salt fingers” (SF), a variety that can arise when surface waters are warmer and more saline than waters below, as is the case in broad reaches of the ocean, especially in the subtropics. A second variety, called the "diffusive layering" (DL) mode, requires that the warmer water lie below the cooler water, a common situation at high latitudes. In addition, both SF and DL can exist at the boundaries between interleaving water masses, a situation that can occur anywhere that lateral gradients of temperature and salinity occur. Thus, many areas of the ocean appear to be susceptible to DDC, and observations suggest that DDC is commonly present in such regions, especially if background turbulence is relatively low. This would be a mere curiosity but for the fact that the divergence of DDC-mediated fluxes may be large enough to have significant effects on the background system.
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) | 0.000 | 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