Нормативно-правові засади безпеки дорожнього руху у зарубіжних країнах
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 attempts to criminologically study the legal framework for road safety and transport operation in foreigncountries. Dozens of strategies and programs became the empirical basis of the study. Scientific material and the resultsof knowledge of this issue are based on the author’s understanding of certain methodological components. The classificationof the announced normative legal acts according to the scale of their action depending on certain levels, namely:international legal (global), regional, national, local, is carried out. It is emphasized that the legislation of individualcountries in this area can not be considered independently of other levels of regulatory support.A number of strategies, programs and plans adopted over the past two years at the international legal and Europeanlevels in some countries (Sweden, Ireland, Germany, USA, Australia, Canada, England, Poland, Malaysia), localcommunities around the world, and also their features are allocated. The specifics of the concept of zero mortality onVision Zero roads are indicated. The most typical and effective standards of transport safety are singled out, which allowto significantly reduce mortality and injuries from road accidents. The pan-European requirements for road safety havebeen named as a guideline for further improvement in Ukraine. The subjects of development and adoption of the consideredlegislation at all four analyzed levels are listed. The importance of research on this issue is indicated.
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 | 0.010 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.013 | 0.019 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.035 | 0.001 |
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