Evidence map›Paper›PMID 41844579›Full record

ArticleMicrosystems & nanoengineering2026

Microfluidic continuous flow production of noble bimetallic nanoparticles stabilized on evolvable polymer microspheres for confined synergistic catalysis.

Li Ma, Junsheng Hou, Zijuan Luo, Xiong Zhao, Yilong Yao, Yaxuan Xiao, Zihan Ding, Zhenzhen Chen, Jinjia Wei, Nanjing Hao

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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

10 authors.

Li MaSchool of Chemical Engineering and Technology, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, P.R. China.
Junsheng HouSchool of Chemical Engineering and Technology, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, P.R. China.
Zijuan LuoSchool of Chemical Engineering and Technology, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, P.R. China.
Xiong ZhaoSchool of Chemical Engineering and Technology, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, P.R. China.
Yilong YaoSchool of Chemical Engineering and Technology, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, P.R. China.
Yaxuan XiaoKey Laboratory of Education Ministry for Modern Design and Rotor-Bearing System, School of Mechanical Engineering, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, P.R. China.
Zihan DingSchool of Chemical Engineering and Technology, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, P.R. China.
Zhenzhen ChenNanofluids Technologies Co., Ltd, Xi'an, 712000, Shaanxi, P.R. China.
Jinjia WeiSchool of Chemical Engineering and Technology, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, P.R. China.
Nanjing HaoSchool of Chemical Engineering and Technology, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, P.R. China. nanjing.hao@xjtu.edu.cn.ORCID http://orcid.org/0000-0003-3808-7941

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Microspheres with well-defined morphologies have been demonstrated as a promising catalytic carrier to modulate catalytic performance. However, the strategy for controlling the production of such microspheres with noble bimetallic nanoparticles immobilized is limited by complicated procedures and is time-consuming. Here, a facile and robust strategy is developed to prepare polystyrene (PS) microspheres with well-tailored morphology by readily altering the volume ratio of ethanol or toluene to water. Ag monometallic nanoparticles, Ag-Pt, and Ag-Au bimetallic nanoparticles were loaded on the PS matrix via a one-step continuous approach in a spiral microchannel. The hollow and open-hole structure was conducive to loading high content nanoparticles owing to its remarkable surface area, with Ag and Pt loading content are 7% and 10%, respectively. The swell-buckling theory and adsorption-reduction-infiltration mechanism were proposed to explain the PS microsphere's morphology evolution behavior and anchor noble metallic nanoparticles on PS microspheres in a spiral microchannel, respectively. The Ag-Pt@PS and Ag-Au@PS microspheres served as efficient catalysts for the reduction of 4-nitrophenol into 4-aminophenol. The effects of the support morphologies, catalyst amount, and types of noble metal nanoparticles on the catalytic performance were investigated experimentally. The results demonstrated that Ag-Pt@PS and Ag-Au@PS microspheres exhibited much superior catalytic performance than Ag@PS microspheres. More importantly, open-hole PS microspheres loaded with Ag-Pt nanoparticles exhibited the best catalytic performance, with reaction rate constant and activity parameters were 1.73 × 10

Identifiers

PMID41844579
PMCPMC12996531

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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.