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Record W627864943

It's All About Height: Tunnel and Trackwork Along NS' Heartland Corridor Will Allow a Direct Route Between Chicago and Norfolk, Va., for Auto Racks and Double-Stack Freight Cars

2006· article· en· W627864943 on OpenAlexaboutno aff
M Wanek

Bibliographic record

VenueRailway track and structures · 2006
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicTransport and Economic Policies
Canadian institutionsnot available
Fundersnot available
KeywordsEngineeringTrainStack (abstract data type)ExcavationTransport engineeringQuarter (Canadian coin)Rail freight transportCivil engineeringComputer scienceGeographyArchaeologyGeotechnical engineering
DOInot available

Abstract

fetched live from OpenAlex

This article discusses the opening of the Norfolk Southern (NS) railway's Heartland corridor for auto racks and double-stack freight cars, a project that will effectively shorten the trip from Hampton Roads to Chicago by 200 miles or about one day. Also, as the corridor can now be used for double stacks, the output for the line will be doubled upon its opening. This increased business will be a boon to local regions served on the journey. This is mainly due to the increasingly difficult time operators are having making single-stack trains operate cost effectively. Construction will begin for the corridor in the second quarter of 2007 and is hoped to be completed by 2009. A number of clearance-related issues will be solved for tunnels including further excavation by square notching, lowering the tracks, or raising the ceiling.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.145
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.015
GPT teacher head0.218
Teacher spread0.203 · 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.

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
Published2006
Admission routes1
Has abstractyes

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