Real World Applications of Virtual Weigh Stations
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
Unlike conventional ramp weigh stations, Virtual Weigh Stations and Mainline Weigh-In- Motion (WIM) systems make continuous highway travel possible for trucks that are compliant with weight regulations. This paper focuses on Virtual Weigh Stations, which are increasingly being used to reduce the percentage of overloaded trucks, thereby diminishing excessive vehicle emissions and damage to pavement infrastructure. The Virtual Weigh Station provides a way to unobtrusively monitor commercial vehicle traffic on highways and urban streets. This paper discusses real world applications of the Virtual Weigh Station in diverse locations such as Saskatchewan, Northwest Territories, New York, and Wisconsin.
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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 | 0.001 |
| 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