Regional Freight Capacity Management: Free and Secure Trade (FAST) Program Optimization at the Pacific Highway, Northbound Crossing
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 study is the latest in a series of studies examining issues with and possible enhancements to the FAST program at the Pacific Highway Crossing (PHC) in Blaine, WA. The FAST, or Free and Secure Trade program (USCBP, 2005), was designed to increase the security of commercial freight crossing the Canada – U.S. border. To qualify for FAST, carriers, drivers, and shippers are required to follow certain security procedures which aim to enhance the safety and security of supply chains. In the "model" configuration, FAST-qualified trucks are then allowed to use a dedicated approach lane and inspection booth, thus minimizing border wait-times. The FAST program was therefore designed to encourage participants of the trans-border commercial freight supply chain to enact greater security measures.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| 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