Evidence map›Paper›PMID 41136455›Full record

ArticleScientific reports2025

Scour depth estimation using standalone metaheuristic algorithms and their combinations with CatBoost.

Nasrin Eini, Saeid Janizadeh, Sayed M Bateni, Changhyun Jun, Essam Heggy

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Nasrin EiniDepartment of Civil, Environmental and Construction Engineering & Water Resources Research Center, University of Hawaii at Manoa, Honolulu, HI, 96822, USA.
Saeid JanizadehDepartment of Civil, Environmental and Construction Engineering & Water Resources Research Center, University of Hawaii at Manoa, Honolulu, HI, 96822, USA.
Sayed M BateniDepartment of Civil, Environmental and Construction Engineering & Water Resources Research Center, University of Hawaii at Manoa, Honolulu, HI, 96822, USA.
Changhyun JunSchool of Civil, Environmental and Architectural Engineering, College of Engineering, Korea University, Seoul, 02841, Republic of Korea. cjun@korea.ac.kr.
Essam HeggyInstitut de Physique du Globe de Paris, University Paris Cité, CNRS, 75005, Paris, France.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Scouring around bridge piers poses a critical threat to structural integrity, leading to costly damage and safety risks. Traditional equations often fail to accurately predict equilibrium scour depth (S

Indexed as

Bridge pierCatBoostExplicit equationScour depthSHAP

Identifiers

PMID41136455
PMCPMC12552611

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.