MétaCan
Menu
Back to cohort
Record W2029889928 · doi:10.1061/41185(417)68

Major Breakwater Repair in the Azores

2011· article· en· W2029889928 on OpenAlexaff
Ann Brush Miller, Richart Kahler, David J. Werren, Thomas F. Kenny

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicMarine and Offshore Engineering Studies
Canadian institutionsW.F. Baird & Associates Coastal Engineers (Canada)
Fundersnot available
KeywordsBreakwaterBermArmourPierEngineeringPort (circuit theory)Expanded polystyreneMarine engineeringCivil engineeringGeotechnical engineeringMechanical engineering

Abstract

fetched live from OpenAlex

The breakwater, at the Military Port that services the Lajes Field Air Base, located on Terceira Island, Azores, protects the Main Fuel Transfer Facilities in this Port. This breakwater is directly exposed to Atlantic Ocean waves arriving from the east. Originally constructed in 1961, the breakwater has been extensively damaged over the intervening 40 years with near breaching in December 2001. This paper provides a summary of a phased repair strategy that preserved pier operations and allowed the development and implementation of a permanent solution. This project has demonstrated an effective approach to the repair of a severely damaged rubblemound breakwater, employing a hybrid solution using both CORE-LOC® armor units and an armor stone berm. Emergency repairs to stabilize the breakwater immediately adjacent to the fuel pier started in October 2002 and continued through 2003. Development of a more permanent design solution for the breakwater was initiated in 2004 and continued through 2008. The project posed significant challenges, including: (1) Limited funding for repair. The rehabilitation of the structure had to be conducted over several years due to limitations on annual funding, necessitating a phased approach to construction. (2) The long-term degradation of the breakwater over its entire length. (3) The problem of stabilizing any repair section within the damaged structure. (4) Limited construction period due to the North Atlantic storm season (November through March). (5) Limited information of wave environment. The "hybrid" CORE-LOC®/armor stone structure was selected as the preferred alternative. The cross-section consists of a 30 meter wide berm of armor stone at the toe of the CORE-LOC® armor layer. The berm is constructed of 5 to 20 tonne stone along the trunk and 10 to 20 tonne stone at the head, and has a crest elevation of+3 m (MLW).

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: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.051
Threshold uncertainty score0.102

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0020.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0070.001

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 head0.013
GPT teacher head0.178
Teacher spread0.166 · 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
Published2011
Admission routes1
Has abstractyes

Explore more

Same topicMarine and Offshore Engineering StudiesFrench-language works237,207