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Record W4410711019 · doi:10.1139/cgj-2025-0061

Experimental study on the suspended sediment settlement characteristics and incipient velocity in the straight-line sedimentation basin of the irrigation headworks

2025· article· en· W4410711019 on OpenAlexvenueno aff
Zhenji Liu, Bo Jiang, Hui Guo

Bibliographic record

VenueCanadian Geotechnical Journal · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicSoil erosion and sediment transport
Canadian institutionsnot available
Fundersnot available
KeywordsSedimentationGeotechnical engineeringSettlement (finance)SedimentGeologyStructural basinHydrology (agriculture)Geomorphology

Abstract

fetched live from OpenAlex

To explore the movement characteristics of sediment-laden flow and the basic settlement characteristics of suspended sediment in the sedimentation basins. The prototype observation of the straight-line sedimentation basin for irrigation headworks on the northern slope irrigation area of Tianshan Mountain was carried out, and analyzed the velocity, sediment content, and particle size in different sections. The results showed that the setting of sediment-blocking weirs was the primary factor affecting the settlement of suspended sediment, flow rate was the secondary factor. The overall trend of the suspended sediment content changed along the path was an oscillating trend. Sediment-blocking weirs had a significant effect on the sand particles, followed by silt particles, and clay particles were almost unaffected. The empirical formula of grouped silt deposition rate of sedimentation basin suitable for the northern slope irrigation area of Tianshan Mountain was obtained by using dimensional analysis method. A comparison of different incipient velocity formulas for fine particles revealed that when particle size remains consistent, higher suspended sediment content further reduces incipient velocity, which affected the size of the cohesive force between the fine particles. The findings from this study provide novel insights into the suspended sediment settlement characteristics in sedimentation basins.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

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

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 head0.027
GPT teacher head0.256
Teacher spread0.229 · 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 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

Citations2
Published2025
Admission routes1
Has abstractyes

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