Evidence map›Paper›PMID 41781376›Full record

ArticleMicrosystems & nanoengineering2026

A 3D modeling framework for accurate trajectory-based prediction of critical diameter in deterministic lateral displacement microfluidics.

Jin Chen, Xiwei Huang, Weipeng Xuan, Lingling Sun

Abstract read
In one paragraph

Article in Microsystems & nanoengineering, 2026. 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

4 authors.

Jin ChenInnovation Center for Electronic Design Automation Technology, Hangzhou Dianzi University, Hangzhou, 310018, China.
Xiwei HuangInnovation Center for Electronic Design Automation Technology, Hangzhou Dianzi University, Hangzhou, 310018, China. huangxiwei@hdu.edu.cn.ORCID http://orcid.org/0000-0002-2364-0479
Weipeng XuanInnovation Center for Electronic Design Automation Technology, Hangzhou Dianzi University, Hangzhou, 310018, China.ORCID http://orcid.org/0000-0002-4818-2881
Lingling SunInnovation Center for Electronic Design Automation Technology, Hangzhou Dianzi University, Hangzhou, 310018, China.

Funding

National Natural Science Foundation of China (National Science Foundation of China) 62271184
6 · The paper itself

Abstract

Deterministic Lateral Displacement (DLD) is a high-precision microfluidic technique for particle separation based on size differences. However, the lack of an accurate predictive model for the critical diameter (Dc) limits both the design flexibility and understanding of DLD behavior. In this study, we propose a novel Dc prediction framework based on a 3D physical model, achieving high accuracy and computational efficiency. Experimental validation shows excellent agreement between predicted and actual particle trajectories. Remarkably, we discover that Dc exhibits a U-shaped variation along the vertical direction of the DLD channel, revealing a transition zone. Numerical simulations show that particles within this zone undergo vertical oscillations, causing trajectory switching between zigzag and bump modes, resulting in an altered zigzag trajectory. This framework reveals the mechanism behind altered zigzag formation from a 3D perspective and provides a powerful tool for the rapid, accurate, and customizable design of DLD microfluidic separation devices.

Identifiers

PMID41781376
PMCPMC12960995

What OpenQuestion holds

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Registered trials

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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.