Evidence map›Paper›PMID 41113154›Full record

ArticleACS measurement science au2025

Precise Characterization of Individual Microfluidic Droplets Using Laser Diffraction.

Shuzo Masui, Yusuke Kanno, Takasi Nisisako

Abstract read
In one paragraph

Article in ACS measurement science au, 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

3 authors.

Shuzo MasuiLaboratory for Future Interdisciplinary Research of Science and Technology, Institute of Integrated Research, Institute of Science Tokyo, Yokohama, Kanagawa 226-8501, Japan.ORCID https://orcid.org/0000-0002-5679-3148
Yusuke KannoLaboratory for Future Interdisciplinary Research of Science and Technology, Institute of Integrated Research, Institute of Science Tokyo, Yokohama, Kanagawa 226-8501, Japan.ORCID https://orcid.org/0000-0003-4706-8160
Takasi NisisakoLaboratory for Future Interdisciplinary Research of Science and Technology, Institute of Integrated Research, Institute of Science Tokyo, Yokohama, Kanagawa 226-8501, Japan.ORCID https://orcid.org/0000-0003-1724-360X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The expanding use of microfluidic droplets and particles across disciplines, from biology to materials science, highlights the need for developing precise characterization methods. Conventional particle characterization based on light scattering typically relies on averaged data from multiple particles, which can lead to inaccuracies due to contamination from larger particles. To overcome this issue, we here present a versatile laser diffraction (LD) system for characterizing individual droplets and particles flowing in a poly-(dimethylsiloxane) (PDMS) microfluidic device. Our system, mounted on a commercial inverted microscope, facilitates the simultaneous estimation of both the diameter and the refractive index of microparticles and droplets of size 20-50 μm. The LD system captures the angular distribution of scattered light from individual droplets as they pass through the PDMS microfluidic channels. Validation experiments were performed using liquid paraffin with varying refractive indices, oil-in-water (O/W) and water-in-oil (W/O) droplets, and size-certified polystyrene beads. Results showed high accuracy, with mean diameter estimation errors under 5% and refractive index estimation errors <0.5%. This adaptable characterization system can be combined with various microfluidic systems for droplet and particle generation, mixing, and sorting, offering broad potential for applications in multiple research domains.

Indexed as

droplet diameterlaser diffractionlight scatteringmicrofluidicsrefractive index

Identifiers

PMID41113154
PMCPMC12532057

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LicenceCC BY-NC-ND
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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.