Використання денних ходових вогнів в Україні: правова регламентація та адміністративна відповідальність
Bibliographic record
Abstract
The article is devoted to the study of current issues of legal regulation of the use of daytime running lights in daylight and administrative responsibility for violation of these requirements. An analysis of the effectiveness of the use of daytime running lights was carried out based on modern scientific research ("Daytime running lights - a systematic review of the impact on road traffic safety" in 2003; Elvik et al., 2003 (European study); NHTSA in 2004 and 2008 (USA)) and the experience of such countries as the USA, Canada, Norway, Denmark, Finland, Israel, Sweden, Austria and Hungary. The legal regulation of the use of daytime running lights in different countries of the world was studied according to criteria (countries where the mandatory use of low beam headlights or daytime running lights during daylight hours is not introduced or it is of a recommendation nature - Austria, Albania, Belgium, Great Britain, Armenia, Georgia, Cyprus; countries where daytime running lights or daytime running lights are mandatory - Bulgaria, Denmark, Estonia, Latvia, Lithuania, Norway, Poland, Hungary, Switzerland; countries where daylight use low beam headlights or daytime running lights are mandatory under certain conditions: for certain types of vehicles - for motorcycle and moped drivers (Italy); depending on the season - from autumn to spring, the specified devices must be turned on (Moldova and Croatia); depending on the place of operation of the vehicles - outside the populated areas, the dipped beam headlights or daytime running lights must be switched on (Italy). Considering that the average age of passenger cars in Ukraine is twice as long as in the countries of the European Union, the need to introduce a technical inspection of vehicles in Ukraine has been proven, with the aim of decommissioning morally obsolete models of automotive equipment. Argued expediency of strengthening the requirements for the technical condition of vehicles in terms of equipment and operation of external light devices and bringing them to international standards. The relevance of introducing in Ukraine the obligation to operate vehicles with daytime running lights on, regardless of the season, was studied. The legal qualification of the actions of drivers who do not follow the established rules for using daytime running lights as warning signals has been provided.
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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.018 | 0.004 |
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".