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Record W4417284984 · doi:10.1021/acs.macromol.5c02010

Polymer Chain Conformation Triggers Electro-osmotic Flow in Uncharged Nanochannels

2025· article· en· W4417284984 on OpenAlexaff
Zhe Li, Andriy Yaroshchuk, Wenyao Zhang, Zhao Yuqing, Qiuwang Wang, Alaa S. Abd‐El‐Aziz, Cunlu Zhao

Bibliographic record

VenueMacromolecules · 2025
Typearticle
Languageen
FieldEngineering
TopicNanopore and Nanochannel Transport Studies
Canadian institutionsPetro-Canada
FundersGovernment of Shandong ProvinceNational Natural Science Foundation of China
KeywordsDissipative particle dynamicsElectro-osmosisPolyelectrolyteElectrostaticsFlow (mathematics)Charge (physics)Electric fieldPolymerNanofluidicsDissipative system

Abstract

fetched live from OpenAlex

Electroosmotic flow (EOF) in nanoscale systems is traditionally associated with charged channel walls. Here, we report a new EOF mechanism in polyelectrolyte (PE) solutions confined within uncharged nanochannels, revealed by dissipative particle dynamics simulations. The flow is found to arise from a PE chain conformation-induced spanwise charge separation in the electric double layer (EDL). The flow exhibits vanishing velocity gradients on the channel wall, indicating a wall-dissipation-free transport of liquids. Comprehensive parametric studies are also performed to reveal the characteristics of the new EOF. Chain topology and stiffness critically regulate this conformation-induced EOF: increasing chain rigidity suppresses charge separation and reduces flow velocity, most prominently in linear chains and least in star-like chains. Long rigid chains adopt U-shaped or claw-like conformations under electric fields and channel confinement, reshaping charge separations and reducing the EOF velocity. Channel confinement further modulates flow characteristics, with PE distributions exhibiting different patterns for various chain topologies, evolving from single to double and even triple layers. The EOF velocity also exhibits a nonmonotonic variation with the decaying nanoconfinement due to oscillations of the charge separation in the EDL. For all topologies, the charge separation and the EOF are gradually suppressed due to screening effects of added salt. This work promotes the investigation of electroosmotic transport of complex fluids and offers insights for designing nanofluidic pumping systems based on molecular conformation.

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 score0.000
Threshold uncertainty score0.001

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 studies0.0000.000
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 head0.004
GPT teacher head0.197
Teacher spread0.192 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

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