ADOT’S NEW INTERSTATE: A SONORAN DESERT COMMUNITY’S INPUT DURING THE TRANSPORTATION PLANNING PROCESS
Bibliographic record
Abstract
In a day and age where much of the United States has stopped building new limited access interstate highways, Interstate 11 (I-11) has been proposed to link Mexico with Canada by freeway. Instead of co-locating the southern section of I-11 with I-10, an existing interstate, transportation officials have proposed a new highway that would bisect Avra Valley, an environmentally sensitive region in the Sonoran Desert, located to the Northwest of Tucson, Arizona. Despite an overwhelming consensus from community members that co-locating with an existing Interstate was preferred to a new corridor through Avra Valley, planners moved forward with the Avra Valley proposal. To address the extent to which the concerns, as expressed by residents of Avra Valley and surrounding communities, was addressed during the transportation planning process, archival planning documents were considered. This was done without full consideration of community opinion in their route analysis, which was possible because project leaders had final say over decision making.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.027 | 0.003 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.015 | 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 source (direct Gemma or distilled Codex), 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".