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Record W800873775

Funding Glitche$ Impact Top Rail Projects

2007· article· en· W800873775 on OpenAlexaboutno aff
Alex Roman

Bibliographic record

VenueMetrologia · 2007
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicTransport and Economic Policies
Canadian institutionsnot available
Fundersnot available
KeywordsTransit (satellite)Rail transitTransport engineeringBusinessRapid transitFinancePublic transportEngineering
DOInot available

Abstract

fetched live from OpenAlex

The 2007 Rail Project Survey of Metro Magazine shows New York City Transit holding onto the top spot in terms of project costs slated for the year, with $7.54 billion. Helping push it to the top again is the Second Avenue Subway, which just broke ground, and which is the first new subway line in NYC in more than 70 years. New Jersey Transit made a large leap from 28 to number 3, but most of last year's top agencies maintained similar rankings from last year. Although the survey is usually called the Top 50, cancellations and completions made it impossible to reach that number. Two notable projects that were halted were in Ottawa, Ontario, whose $653 million light rail project was terminated, and Triangle Transit Authority's $809 million project that was cancelled because it was unable to secure full funding. There is a slight decrease in project costs from the last two years, down about $1 billion. New projects for the list are also noted, along with statistics for the top 47 projects in terms of cost nationwide.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.062
Threshold uncertainty score0.669

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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.

Opus teacher head0.037
GPT teacher head0.263
Teacher spread0.226 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2007
Admission routes1
Has abstractyes

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