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 gives an overview of current trends in the passenger rail transit industry. While the past few years have been rough on the transit rail agencies, the future is looking brighter. Transit ridership was up around 2 percent in 2004 compared to 2004, and the first quarter of 2005 showed a continuing rise. The passage of the 2005 SAFETEA-LU legislation will bring in $286.5 billion for transit and highway projects over the next six years, including $52.6 billion for public transportation projects. The article reports on thirty seven transit agencies, organized by states. For each agency, it identifies the region served, then lists route miles, rolling stock, annual ridership, budget or annual operating and capital costs, and number of stations. It then gives a brief overview of the particular agencies upcoming plans and projects. The article also includes a section with charts and tables showing rail route mileage and the status of future projects, as well as the average weekday unlinked passenger trips by mode for 2003.
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 | 0.000 |
| 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 | 0.000 |
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