A Tunnel Grows in Brooklyn: How an Innovative Portal Structure Minimized Impacts on Bustling Atlantic Avenue and Long Island Rail Road Operations in NYC
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
The Long Island Railroad (LIRR) is typically either the busiest or second busiest commuter railroad in North America, bringing hundreds of thousands of Long Island and Queens residents into Manhattan and Brooklyn on a daily basis. When the Forest City Ratner Companies (FCRC) proposed to develop a new arena (Barclay’s Center) in Brooklyn so as to move the New Jersey Nets basketball team to Brooklyn, they evaluated several sites and settled on the developing the air rights over the 10 track depressed LIRR rail yard adjacent to their terminal station under Atlantic Ave in downtown Brooklyn. It was after all the first chance in more than a generation to bring a professional sports team back to this borough of approximately 2.6 million people since the Dodgers left in 1957.
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 | 0.001 | 0.002 |
| 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