Canadian Shoppers in Northwest Washington State
Bibliographic record
Abstract
The purpose of this project was to record the proportion of Canadian vehicles in prominent retail destination parking lots along the I-5 corridor in northwest Washington State. These destinations were located in Blaine, Lynden, Ferndale, Bellingham, Burlington and Marysville. Data collection was executed by dividing the locations into northern and southern zones, with each zone visited by a two-person team following a prescribed route. The teams collected data within specific mapped sections of parking lots by counting the number of cars with Canadian and U.S. license plates with the use of tally counter devices. Additionally, an I-5 overpass is located within each zone in order to look at southbound I-5 traffic at locations both north and south of Bellingham at an identical time of day. Generally, the intent is to visit every site on each of three consecutive days, Thursday through Saturday. On each field day, data collection starts prior to mid-day and is scheduled to finish by late afternoon. The information collected is then compiled in an Excel spreadsheet for further analysis.
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.
How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".