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Record W7097163462

Transportation Association of Canada St. John’s, Newfoundland and Labrador

2015· article· en· W7097163462 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicGeotechnical Engineering and Underground Structures
Canadian institutionsnot available
Fundersnot available
KeywordsBridge (graph theory)Flexibility (engineering)Design methodsCode (set theory)Range (aeronautics)Variety (cybernetics)
DOInot available

Abstract

fetched live from OpenAlex

The Canadian Highway Bridge Design Code (CHBDC) is the new Canadian design standard for bridge structures over three metres in span. Soil-steel structures fall into the category of buried structures, which is the subject of Section 7 of the Code. Soil-steel structures have been in existence for over 100 years. A variety of design methods were developed during that period, each improving on the one before. Most of the soil-steel structure design methods used prior to the CHBDC were based on working stress, while the new CHBDC is based on the limit states design method developed for the Ontario Highway Bridge Design Code (OHBDC). The CHBDC also includes a specific check of strength requirements during construction which was not in the OHBDC. This part of the design method replaces the flexibility factor check of the previous design methods. The purpose of this paper is to: review the historic design methods used for soil-steel structures, provide a detailed description of the philosophies used in the CHBDC and AISI (American Iron and Steel Institute) methods, including a description of the critical differences between the methods, and report on a comparison of design results using the two methods. In order to compare design results from the two methods, a range of structure shapes and sizes were evaluated for numerous depths of cover. The study was limited to the 152 mm x 51 mm corrugation profile. Assumptions were required such that the comparison of methods using different design philosophies (working stress, limit states) are realistic. In general, the CHBDC results in more liberal designs for shallow depths of cover and more conservative designs for large depths of cover. However, the differences between the methods compared are relatively small for the shorter span structures under mid-range depths of cover combined with normal highway loading. 1.0

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.250
Threshold uncertainty score0.835

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.005
Science and technology studies0.0040.001
Scholarly communication0.0040.002
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.2500.098

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 head0.004
GPT teacher head0.167
Teacher spread0.162 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2015
Admission routes1
Has abstractyes

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