Preserving South Street Seaport the dream and reality of a New York urban renewal district
Bibliographic record
Abstract
Preserving South Street Seaport tells the fascinating story, from the 1960s to the present, of the South Street Seaport District of Lower Manhattan. Home to the original Fulton Fish Market and then the South Street Seaport Museum, it is one of the last neighborhoods of late 18th- and early 19th-century New York City not to be destroyed by urban development. In 1988, South Street Seaport became the city's #1 destination for visitors. Featuring over 40 archival and contemporary black-and-white photographs, this is the first history of a remarkable historic district and maritime museum. Lindgren skillfully tells the complex story of this unique cobblestoned neighborhood. Comprised of deteriorating, 4-5 story buildings in what was known as the Fulton Fish Market, the neighborhood was earmarked for the erection of the World Trade Center until New Jersey forced its placement one mile westward.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.012 | 0.007 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| 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".