The Domino Effect: Generating More Than Mere Revenue
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
This article advocates the use of electronic toll collection (ETC) in terms of its peripheral benefits of reducing delays as ETC does not require stopping at toll booths. The article covers a number of ETC-based toll roads in the United States. The first of these is SR 91 in Orange County, California where fees are collected through radio frequency identification (RFID) tags. San Diego, California has a system for its section of I-15 that allows single-occupant users to purchase a tag for use of high occupancy vehicle (HOV) lanes. In Northern California, the Bay Area Toll Authority has begun to convert the Benicia-Martinez Bridge to open road tolling (ORT). Similar measures are discussed for Denver’s E-470, the Florida Turnpike, the New Jersey Turnpike and the Garden State Parkway, the President George Bush Turnpike, and a Canadian venture in the concluding section.
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 | 0.001 | 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 | 0.001 | 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