Road Safety Guarantee Measures of Foreign Rural Roads
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
According to the literatures on rural road safety guarantees in US,Canada,UK and Australia,measures for rural road safety guarantee were analyzed with emphases on safety audit,engineering,education,enforcement,speed management,and emergency medical service.The analysis for rural road safety shows that(1) safety audit plays an important guide role in enhancements of rural road safety;(2) lower cost of engineering measures has an important influence on their acceptable range;(3) local governments and communities should participate in education;(4) legislation and enforcement is paid more and more attention;(5) the key of speed management is consistency between speed limit and road environment;(6)one effort on emergency medical service is to improve abilities of rural doctors and paramedical personnel as well as improve response to emergency call;(7) stable funding is a crucial basis for technical research,data collection,education and engineering.
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 | 0.002 | 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 | 0.001 |
| 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