IMPACTS OF PUBLIC TRANSPORT TO MACROSCOPIC CHARACTERISTICS OF TRAFFIC FLOW
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
Public transport (buses) have similar to each other type of vehicles. Movement of public transport on automobile roads has signs of stationarity. For this reason scientific task has been designed. The authors in research evaluate the level of safety of the passenger transport through the consideration of the characteristics of the traffic of passenger transport in terms of the characteristics of the traffic flow. Analysis of the problem formulate influence system between three elements: traffic flow, passenger transport, road environment. Establish criteria for determining the characteristics of the buses movement in terms of the characteristics of the traffic flow. Shown criteria gives the possibility to assess the level of unsafety on the route. Presented general characteristic allows to estimate indirectly the level of road safety of passenger transport.
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) | 0.000 | 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 it