Revitalizing Liberty: Creating a Train Station—Community Center—Business Incubator
Bibliographic record
Abstract
This project will include a train station located in the Town of Liberty, instating a light rail line that will connect Liberty to the Middletown Station (currently the closest train station at approximately 40 miles away), which is directly connected with New York City. The city of Middletown itself has plenty to offer, with a shopping mall and several department stores adjacent to station, although currently there isn’t a pedestrian path connecting the train station to anything; so this project will also provide pedestrian access to these amenities. The rail line will travel from Middletown to Liberty, with the possibility of following the old Ontario & Western route all the way to Oswego. One up and coming location in the area is Bethel (the town adjacent to Liberty), which is the site of the original 1969 Woodstock Festival and currently houses Bethel Woods Center for the Arts. The rail would provide access to this site as well; if not directly, at least to another means of public transportation that could take people to and from concerts and shows.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.003 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.002 | 0.017 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.035 | 0.006 |
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".