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
The article discusses the results of investigations into the influence of water from the river Vistula on the thermodynamic and acoustic conditions in the Gulf of Gdansk. On the basis of monthly temperature and salinity distributions averaged over 15 years, the annual variation in selected thermodynamic and acoustic parameters was determined at station ZN2 off the Vistula mouth and at station P110 in the central part of the Gulf. In order to find the best way of calculating the area influenced by Vistula water, the spatial distributions of density, compressibility, expansion, specific heat, speed of sound and the nonlinearity parameter B/A were determined. Depending on the meteorological and hydrological conditions in a given year, the spread of Vistula water is reflected by the distributions of several parameters. Analysing a number of parameters together seems to be the most suitable way of estimating this spread. The present analysis also allows the origin of the Gulf waters to be studied. These investigations can be used to forecast conditions for the propagation
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) | 1.000 | 1.000 |
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