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Record W3192000594 · doi:10.1061/9780784483626.010

CIPP Design Reconciliation: How It Works and Why It’s Important

2021· article· en· W3192000594 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenuePipelines 2021 · 2021
Typearticle
Languageen
FieldEngineering
TopicGeotechnical Engineering and Underground Structures
Canadian institutionsManitoba Beekeepers' AssociationAecom (Canada)
Fundersnot available
KeywordsQuality assuranceProduct (mathematics)Product designEngineeringProcess (computing)Factory (object-oriented programming)Engineering design processDesign review (U.S. government)Manufacturing engineeringConstruction engineeringMechanical engineeringComputer scienceOperations managementProduct testing

Abstract

fetched live from OpenAlex

The cured in place pipe (CIPP) rehabilitation process involves the installation and curing of a resin impregnated felt tube in an existing sewer resulting in a close fit, structural liner. CIPP liners can be manufactured and designed to support internal pressure, internal vacuum, and externally applied loads resulting in a rehabilitated pipe structure with a full design life. However, unlike manufactured pipe products, moving the manufacturing process from a factory environment to the field increases variability in the final end product. To ensure the installed product meets the long-term design objectives for the project, quality assurance testing is of the upmost importance to confirm the in-place liner thickness and material properties. When the in-place liner thickness and/or material properties are lower than those identified in the original design, a design reconciliation must be undertaken to determine if the installed liner has sufficient structural resistance to meet the desired design objectives. It is imperative that the designer, contract administrator, and contractor work together during the design reconciliation process to assess the suitability of the installed liner. This is especially critical on larger, more complex installations, where it may not be feasible or may require significant efforts to be expended by the contractor and other parties to rectify thickness or material properties issues. This paper addresses the quality assurance and design reconciliation process for CIPP liners, with a focus on a holistic approach which begins in the design phase and ends with final acceptance of the end product. To illustrate the importance of a holistic approach, the paper includes lessons learned from managing both large and small rehabilitation programs.

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.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.960
Threshold uncertainty score0.730

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.020
GPT teacher head0.213
Teacher spread0.193 · 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