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
A method for computing conjugate flows for a non-Boussinesq, three-layer fluid with arbitrary constant currents is developed. The general solution for a two-layer fluid is obtained as a special case. Symmetric stratifications at rest, with the upper and lower layer depths equal to h and identical density jumps across each interface, are considered in detail using the Boussinesq approximation. Mode-1 conjugate flows exist for h<hc1. A symmetric mode-2 conjugate flow exists for all values of h, however for h>hc2>hc1 two additional asymmetric solutions exist. Comparisons with solutions for continuous stratifications with thin pycnoclines are made. Mode-2 solutions are more sensitive to the width of the pycnocline than are mode-1 solutions. Comparisons between three-layer non-Boussinesq and Boussinesq solutions are also made. For a total density variation of 4% of the mean value the two solutions are similar. For larger density variations the mode-2 solutions can be significantly different.
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