An Introduction to the Smart Urban Mobility Laboratory at University of South Florida [ITS Research Lab]
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
Founded in 1956, the University of South Florida (USF) is a high-impact global research university serving more than 50,000 students at its campuses in Tampa, St. Petersburg, and Sarasota Manatee, in Florida, USA. In early 2023, USF accepted an invitation to join the Association of American Universities (AAU), a prestigious group of the 71 leading research institutions in the United States and Canada. In 2018, USF was designated by the Florida Board of Governors as a “preeminent state research university,” which recognizes its high performance and strong trajectory toward national excellence. USF is the fastest-growing public university in the United States in the last 10 years, rising 54 slots, and is now ranked 46 in the country among the 209 public universities. USF is ranked 89 among national universities, according to <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">U.S. News & World Report</i>, rising 92 spots in the past 10 years as well.
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 | 0.001 |
| 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 | 0.001 |
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 it