MétaCan
Menu
Back to cohort
Record W4406891231 · doi:10.1177/03611981241312216

Vehicle Collision Load Design Demands for Deck Overhangs with Parapet Railings

2025· article· en· W4406891231 on OpenAlexaboutno aff
Andrew E. Loken, Joshua S. Steelman, Robert W. Bielenberg, Scott K. Rosenbaugh, Ronald K. Faller

Bibliographic record

VenueTransportation Research Record Journal of the Transportation Research Board · 2025
Typearticle
Languageen
FieldEngineering
TopicTransportation Safety and Impact Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsDeckCollisionEngineeringStructural engineeringForensic engineeringAutomotive engineeringComputer scienceComputer security

Abstract

fetched live from OpenAlex

The majority of bridge rails used in the U.S.A. and Canada are solid concrete parapets. However, the design procedure included in the AASHTO LRFD Bridge Design Specifications (BDS) for deck overhangs supporting parapets has not been modified for nearly 50 years. The specifications currently recommend that the deck overhang moment demand is taken as the cantilever bending strength of the parapet at its base. This recommendation results in uneconomical deck designs if the parapet is overdesigned. In this research effort, which was performed under National Cooperative Highway Research Program Project 12-119, the distribution of vehicle impact loads through the parapet and overhang was characterized, new equations were proposed to calculate overhang design demands, and the effect of deck understrength on parapet capacity was quantified. To develop updated design guidance, physical testing of instrumented specimens was performed, and validated LS-DYNA models were used to evaluate a variety of in-service railing and overhang designs. Results indicated that deck moments from lateral vehicle impact loads can be reliably estimated by assuming they distribute at 45 degrees with downward travel through the parapet and at 60 degrees with inward travel through the overhang. These angles are used to calculate effective lengths at critical sections, and overhang design moments are calculated by dividing the total applied moment over these lengths. Distribution of tensile loads was found to be minimal. The overhang design guidance developed in this project, which is currently under review for adoption into the BDS, routinely results in more economical deck designs than the existing method.

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)0.004
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 score0.635
Threshold uncertainty score0.970

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.004
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
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 head0.063
GPT teacher head0.359
Teacher spread0.297 · 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 designObservational
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

Citations1
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueTransportation Research Record Journal of the Transportation Research BoardSame topicTransportation Safety and Impact AnalysisFrench-language works237,207