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Record W4406697304 · doi:10.33593/iccp.v11i1.339

Long Term Evaluation of Unbonded Concrete Overlay Technology: A Municipal Case Study

2025· article· en· W4406697304 on OpenAlexfundaboutno aff
Aleks Kivi, Susan Tighe, Rico Fung, Jozef Grajek

Bibliographic record

VenueProceedings of the International Conference on Concrete Pavements · 2025
Typearticle
Languageen
FieldEngineering
TopicBIM and Construction Integration
Canadian institutionsnot available
FundersUniversity of Waterloo
KeywordsOverlayTerm (time)Environmental scienceCivil engineeringForensic engineeringComputer scienceEngineeringGeotechnical engineeringPhysics

Abstract

fetched live from OpenAlex

Portland cement concrete (PCC) overlays are growing in popularity as a costeffective means of pavement preservation or rehabilitation. When properly designed and constructed, concrete overlays are a durable and cost-effective solution. This technology can be an excellent choice for municipal pavements, which are often subjected to heavy, slow moving vehicles. This paper presents an overview of design and construction considerations for unbonded concrete overlays, with an emphasis on details relating to the use of this technology in municipal applications. The included case study presents a synopsis of the City of Toronto's experience with the design and construction of its first unbonded concrete overlay project on Bloor Street. The performance of this trial section and lessons learned from the first twelve years of service are discussed.

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 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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.260
Threshold uncertainty score0.536

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 head0.039
GPT teacher head0.310
Teacher spread0.271 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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
Published2025
Admission routes2
Has abstractyes

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