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Record W2739813992 · doi:10.1061/9780784480885.007

Water Research Foundation Project #4618: Status and Application of Cathodic Protection in the Water Utility Industry

2017· article· en· W2739813992 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePipelines 2017 · 2017
Typearticle
Languageen
FieldEngineering
TopicWater Systems and Optimization
Canadian institutionsnot available
Fundersnot available
KeywordsCathodic protectionGalvanic anodePipeline transportCorrosionEnvironmental scienceEngineeringWaste managementForensic engineeringEnvironmental engineeringAnodeMaterials science

Abstract

fetched live from OpenAlex

Some water utilities have been exploring a variety of techniques to fight external corrosion and to preserve the value of their buried assets however a standardized and defensible approach does not exist. This project will investigate technical and economic considerations to retrofit buried metallic pipelines with CP. The water utility industry is inherently different as compared to oil and gas pipeline industry. The water utility industry is not regulated or required to apply cathodic protection to its pipelines. Application of cathodic protection in the water utility industry is elective and only for the purpose of leak rate reduction and asset preservation. Hot spot and retrofit applications of cathodic protection are typical in the water industry to control leak and break rates. Hot spot cathodic protection is and operations and maintenance driven procedure of installing a galvanic anodes directly connected to metallic pipes at the location of a pipe failure during the pipe repair activities. These anodes are installed without any means of monitoring and stay in the ground until total depletion, usually without replacement. Retrofit CP refers to the practice of systematically protecting existing pipes with galvanic cathodic protection after construction. The on-going water research foundation project (WRF # 4618) included a literature survey, corrosion industry and water industry workshops at major conferences, collection and analysis of utility case studies from U.S. and Canadian utilities, and development of a CP hot spot and retrofit guidance manual to assist water utilities in achieving economic savings and extending asset life. The goal was to produce a utility focused design criteria manual, standard specifications, drawings, and financial template/methodology that will provide a consistent financial benefit measurement of the value of the anode hot spot and retrofit programs. In this paper, a summary of the research and analysis is presented along with supporting case studies.

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)0.001
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.535
Threshold uncertainty score0.518

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.100
GPT teacher head0.346
Teacher spread0.247 · 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