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Record W768812758

Universal Design of Accessible Rail Sleeper Cars

2010· article· en· W768812758 on OpenAlexaboutno aff
Uwe Rutenberg, Karl Coffen

Bibliographic record

VenueTRANSED 2010: 12th International Conference on Mobility and Transport for Elderly and Disabled PersonsHong Kong Society for RehabilitationS K Yee Medical FoundationTransportation Research Board · 2010
Typearticle
Languageen
FieldPsychology
TopicHuman-Automation Interaction and Safety
Canadian institutionsnot available
Fundersnot available
KeywordsTransport engineeringWheelchairService (business)EngineeringProcess (computing)Third railAeronauticsBusinessComputer scienceMarketingTrack (disk drive)World Wide Web
DOInot available

Abstract

fetched live from OpenAlex

VIA Rail Canada Inc. is the passenger rail carrier in Canada, and provides a number of passenger rail services that include long distance train travel. The purpose of this study is to apply Universal Design principles in the development of accessible sleeper cars for all passengers including those with mobility and sensory impairments. The development was based on Canadian (Canadian Standards Association, CSA), US Accessibility Standards, as well as compliance with the Code of Practice for Rail by the Canadian Transportation Agency, CTA . A sleeper car compartment was designed to accommodate persons using their own wheelchair on long distance travel. The compartment consists of an accessible washroom, a vanity and a sofa/bed. There is space for persons travelling with a service animal and information text display for passengers who are deaf/hearing impaired. The project is presently in the engineering stage with production planned for the end of 2010 by Industrial Rail Services Inc. (IRS). Each long distance train consist will have one car with an accessible sleeper compartment. The paper describes the various accessible components of the sleeper compartment, and the process to develop a production prototype.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.005
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.001

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 head0.109
GPT teacher head0.435
Teacher spread0.326 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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
Published2010
Admission routes1
Has abstractyes

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Same venueTRANSED 2010: 12th International Conference on Mobility and Transport for Elderly and Disabled PersonsHong Kong Society for RehabilitationS K Yee Medical FoundationTransportation Research BoardSame topicHuman-Automation Interaction and SafetyFrench-language works237,207