Bibliographic record
Abstract
Abstract The volume of highly saline water transported through the Great Belt (Storebaelt) and the Sound (Oresund) to the Baltic Sea is quantified directly from data measured in the Great Belt and the Sound. The measurements include current velocity, temperature and conductivity. The inflow through the Little Belt (Lillebaelt) is estimated from the volume transported through the Great Belt. The volume of highly saline water, transported into the Baltic Sea in the period January 5 to January 26, 1993, is calculated to be 154 km3. The mean water mass temperature was approximately 4 °C and the mean concentration of oxygen approximately 8 ml/l (11 mg/l). During the major inflow, the volume of water with a high salinity (more than 17 PSU) transported through the Great Belt was in a ratio of 7:6 with the volume of highly saline water transported through the Sound. Data from a survey in the Bornholm Basin with R / V Dana during the period from February 27, 1993 to March 14, 1993 are investigated to study the inflow through the western part of the Baltic.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.005 | 0.002 |
| Insufficient payload (model declined to judge) | 0.988 | 0.991 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".