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Record W2328950860 · doi:10.1061/40934(252)9

Turn-Key Condition Assessment and Rehabilitation/Replacement Solution for an Effluent Force Main

2007· article· en· W2328950860 on OpenAlexaff
Brian Mergelas, Neal D. Stubblefield, Marjorie Craig, Robert Morrison, C M WHITE

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicGeotechnical Engineering and Underground Structures
Canadian institutionsResearch Canada
Fundersnot available
KeywordsMains electricityEffluentRehabilitationEngineeringCivil engineeringForensic engineeringEnvironmental scienceWaste management

Abstract

fetched live from OpenAlex

The City of West Palm Beach constructed approximately 6 miles of effluent force mains in 1974 extending from 23rd Street using 42" Pre-stressed Concrete Cylinder Pipe (PCCP) and from Congress Ave using 48" PCCP to the East Central Regional Wastewater Treatment Plant within the City. The force mains normally run below the prevailing water table or are subject to wetting and drying cycles and are generally now below multi-lane paved surfaces. The City had experienced failures and wanted a complete investigation into the cause and extent of any possible deterioration/distress while the force main remained in service. The City also wanted to get recommendations for a possible rehabilitation and replacement program. The Pressure Pipe Inspection Company (PPIC) led a team comprising of Jordan, Jones and Goulding (JJG), Jason Consultants and an excavation contractor to provide the City with a complete turn-key solution. This paper will discuss the methods used to determine the existing condition of the force main: Acoustic emission testing, historic H2S readings, chemical dosing records, repair/maintenance records, local soil conditions, hydraulic model runs, as well as the stress and strain in the PCCP elements. Additionally, it will cover the recommendations made to the City for a rehabilitation and replacement program, and highlight the advantages of a turn-key solution.

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)0.001
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: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.033
Threshold uncertainty score0.067

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0080.001

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 head0.007
GPT teacher head0.267
Teacher spread0.260 · 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
GenreMethods

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

Citations1
Published2007
Admission routes1
Has abstractyes

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