Evidence map›Paper›PMID 42830331›Full record

ArticleNature communications2026

Suppressing Polyamide Crystallization Unlocks Ultrapermeable and Highly Selective Nanofiltration Membranes.

Hao Zhang, Jishan Wu, Xin Cao, Jingjing Guo, Menachem Elimelech, Yunkun Wang

Abstract read
In one paragraph

Article in Nature communications, 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

6 authors.

Hao ZhangState Key Laboratory of Advanced Environmental Technology, School of Environment, University of Science and Technology of China, Hefei, 230026, China.
Jishan WuDepartment of Civil and Environmental Engineering, Rice University, Houston, TX, 77005, USA.ORCID http://orcid.org/0009-0001-7633-5558
Xin CaoState Key Laboratory of Advanced Environmental Technology, School of Environment, University of Science and Technology of China, Hefei, 230026, China.
Jingjing GuoState Key Laboratory of Advanced Environmental Technology, School of Environment, University of Science and Technology of China, Hefei, 230026, China.
Menachem ElimelechDepartment of Civil and Environmental Engineering, Rice University, Houston, TX, 77005, USA. menachem.elimelech@rice.edu.ORCID http://orcid.org/0000-0003-4186-1563
Yunkun WangState Key Laboratory of Advanced Environmental Technology, School of Environment, University of Science and Technology of China, Hefei, 230026, China. ykwang@ustc.edu.cn.ORCID http://orcid.org/0000-0003-2848-3633

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Nanofiltration (NF) membranes are essential for water purification. However, their performance is still largely optimized through empirical methods, as polyamide crystallinity remain difficult to control in scalable interfacial polymerization processes. In this study, we introduce an ultra-low-temperature interfacial polymerization strategy at -20 °C that enables direct polyamide chain assembly, suppresses crystallization, and forms a smooth, defect-free, fully amorphous selective layer. Comprehensive characterization confirms the formation of a homogeneous amorphous network, enabling a fourfold increase in water permeability and a threefold improvement in Cl

Identifiers

PMID42830331
PMCPMC13635223

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.