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Record W1976280502 · doi:10.1680/geng.2001.149.1.29

Metros under construction around the world

2001· article· en· W1976280502 on OpenAlexaffabout
E. E. Hellawell, John G. Hawley, A. J. Pooley, S D Eskesen, B. Garrod, M Leggett

Bibliographic record

VenueProceedings of the Institution of Civil Engineers - Geotechnical Engineering · 2001
Typearticle
Languageen
FieldEngineering
TopicUnderground infrastructure and sustainability
Canadian institutionsHatch (Canada)
Fundersnot available
KeywordsSettlement (finance)Civil engineeringAllowance (engineering)EngineeringEnvironmental planningTransport engineeringProcess (computing)Construction engineeringGeographyBusinessComputer scienceOperations managementFinance

Abstract

fetched live from OpenAlex

Many cities are tackling their urban congestion problems by utilising underground space and developing or expanding underground railways or metros. This paper presents metro projects currently being constructed in four major world cities: Los Angeles, Copenhagen, Bangkok and Toronto. An overview of each project is presented together with illustrations of the tunnelling process and station development. The major design issues common to all the projects were settlement and groundwater control. Other issues specific to particular projects, such as earthquake allowance or maintenance of traffic flow, are also discussed. The aim of the paper is to show the infrastructure developing below our cities and briefly outline some of the complex geotechnical problems faced in the construction of these essential facilities.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.222
Threshold uncertainty score0.800

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.005
GPT teacher head0.191
Teacher spread0.186 · 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 designSimulation or modeling
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

Citations7
Published2001
Admission routes2
Has abstractyes

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