Bibliographic record
Abstract
Abstract North‐Eastern Europe is a peripheral area around the Baltic Sea. In some parts i.e. Scandinavia high living standards including developed transport systems exist when at the same time rapid changes in the way of living in other parts ‐ Poland, the Baltic Countries and Russia ‐ are ongoing. Transport policies in the European Union are caught between demands for improved mobility and the concern on the environmental protection. In the former socialist countries the environmental issues are subdued by the demands for efficient transport. A fixed road and rail connection between Denmark and Sweden will change the transport geography of the western part of the area. Also the integration of the Baltic States and Poland to the Union will inside a few years change the economic and by that way also transport structure. After a short presentation of the geography and history the current European transport landscape will be described and current transport policies reviewed. Then some topics on the major changes during the last decennia as well as future studies will be presented. The paper draws heavily from the research projects ‐ SAMI, START and STEMM ‐ financed by the European Commission DGVII.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".