Evidence map›Paper›PMID 41432981›Full record

ArticleAnalytical sciences : the international journal of the Japan Society for Analytical Chemistry2026

Numerical simulation of microfluidic droplet shooter for generation of femtoliter-picoliter droplets in gas phase.

Xin Jiang, Masafumi Watanabe, Yutaka Kazoe

Abstract read
PubMed Publisher
In one paragraph

Article in Analytical sciences : the international journal of the Japan Society for Analytical Chemistry, 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

3 authors.

Xin JiangDepartment of System Design Engineering, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama, 223-8522, Kanagawa, Japan. xinjiang@keio.jp.
Masafumi WatanabeDepartment of System Design Engineering, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama, 223-8522, Kanagawa, Japan.
Yutaka KazoeDepartment of System Design Engineering, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama, 223-8522, Kanagawa, Japan. kazoe@sd.keio.ac.jp.ORCID http://orcid.org/0000-0002-8334-6730

Funding

Kanagawa Institute of Industrial Science and Technology Kanagawa Institute of Industrial Science and Technology
6 · The paper itself

Abstract

A comprehensive understanding of fluid behavior in microchannels is crucial for the precise generation of liquid droplets, which has become increasingly important with the development of microfluidic technologies. Our group has previously developed a microfluidic droplet shooter that generates fL–pL liquid droplets utilizing two-step gas/liquid flow focusing. However, due to the complicated channel geometry of the droplet shooter, the fabrication process is complicated, and the characterization of these systems remains inadequate. The present study focuses on the computational modeling of liquid droplet generation using a microfluidic droplet shooter that utilizes gas-liquid two-phase flow. A computational model is established to delineate the complex flow within the shooter. Additionally, we reveal the characteristics of liquid droplet generation in the gas phase. We further investigate the design optimization of the microfluidic droplet shooter for generating fL–pL liquid droplets. We propose and analyze several designs, such as optimizing the angles of the gas channels and the length of the liquid column. Faithful to the dimensions and physics of a particular microfluidic droplet shooter, the simulations provide precise predictions in droplet formation. By systematically analyzing the effects of geometric configurations, this research provides valuable design guidance to improve the performance of devices used in areas such as biotechnology, analytical chemistry, and life sciences.

Indexed as

DropletGas-liquidMicrochannelMicrofluidicsSimulation

Identifiers

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.