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Record W4392506171 · doi:10.1061/9780784485323.033

Deep Excavation in Clayey Soils for a Sanitary Sewer Pump Station in Maple Ridge, British Columbia

2024· article· en· W4392506171 on OpenAlexaffabout
Adam McIntyre, M. Uthayakumar, Reno Fiorante, Negar Zakipour

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicGeotechnical Engineering and Analysis
Canadian institutionsStantec (Canada)Burnaby Hospital
Fundersnot available
KeywordsRidgeMapleExcavationGeotechnical engineeringGeologySoil waterClay soilMining engineeringSoil scienceEcology

Abstract

fetched live from OpenAlex

This paper presents the design and construction of a new pump station and sanitary sewer overflow tank in Maple Ridge, British Columbia. The site is underlain by soft to firm silts and clays, overlying compact to very dense sand, which, in turn, are overlying stiff to very stiff marine clay. The natural groundwater level was as shallow as about 0.5 m depth below the ground surface. Excavation between 4.5 and 11 m depth below the ground surface was required. Vertical shoring walls were necessary to limit the excavation footprint and to cut off groundwater. Sheet pile walls with internal bracing were assessed as the most practical and economical temporary shoring option. The contractor’s alternative design, which was constructed, included sheet pile walls with external bracing using soil anchors. This paper presents the geotechnical design of temporary shoring, the construction details, and settlement monitoring adjacent to the excavation. The measured settlement data are compared against settlement magnitudes and patterns estimated using published correlations. In general, the measured settlement adjacent to the excavation was two to three times the settlement predictions using published correlations. The discrepancy between the predicted and measured settlements is believed to be the result of a combination of construction method and staging, including the time delay between the excavation and soil anchor installation, insufficient soil anchor capacity, the time delay in the installation of new anchors, and lateral deflection of cantilevered sheet piles.

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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.456
Threshold uncertainty score0.918

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.197
Teacher spread0.192 · 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 designCase report
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
Published2024
Admission routes2
Has abstractyes

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