Evidence map›Paper›PMID 40937892›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

From Molecules to Modules: Advanced Characterization of Membrane Systems.

Yaguang Zhu, Austin J Booth, Jamila G Eatman, Min A Kim, Yining Liu, Bidushi Sarkar, Bratin Sengupta, Xiaolin Yue, Chibueze V Amanchukwu, Seth B Darling and 4 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 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. From Molecules to Modules: Advanced Characterization of Membrane Systems.Advanced materials (Deerfield Beach, Fla.) · 2026
    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

14 authors.

Yaguang ZhuAndlinger Center for Energy and the Environment, Princeton, NJ, 08540, USA.
Austin J BoothAndlinger Center for Energy and the Environment, Princeton, NJ, 08540, USA.
Jamila G EatmanChemical Sciences and Engineering Division, Argonne National Laboratory, Lemont, IL, 60439, USA.
Min A KimChemical Sciences and Engineering Division, Argonne National Laboratory, Lemont, IL, 60439, USA.
Yining LiuChemical Sciences and Engineering Division, Argonne National Laboratory, Lemont, IL, 60439, USA.
Bidushi SarkarPritzker School of Molecular Engineering, University of Chicago, Chicago, IL, 60637, USA.
Bratin SenguptaApplied Materials Division, Argonne National Laboratory, Lemont, IL, 60439, USA.
Xiaolin YuePritzker School of Molecular Engineering, University of Chicago, Chicago, IL, 60637, USA.
Chibueze V AmanchukwuPritzker School of Molecular Engineering, University of Chicago, Chicago, IL, 60637, USA.
Seth B DarlingChemical Sciences and Engineering Division, Argonne National Laboratory, Lemont, IL, 60439, USA.
Jeffrey W ElamApplied Materials Division, Argonne National Laboratory, Lemont, IL, 60439, USA.
Paul FenterChemical Sciences and Engineering Division, Argonne National Laboratory, Lemont, IL, 60439, USA.
Chong LiuPritzker School of Molecular Engineering, University of Chicago, Chicago, IL, 60637, USA.
Kelsey B HatzellAndlinger Center for Energy and the Environment, Princeton, NJ, 08540, USA.ORCID https://orcid.org/0000-0002-5222-7288

Funding

Basic Energy Sciences DE-AC02-06CH11357
6 · The paper itself

Abstract

Membrane technologies can enhance the efficiency and selectivity of chemical separations in energy-water systems. Advanced characterization tools are critical for discerning separation mechanisms, revealing degradation processes, and designing novel materials and material systems for new and emerging challenges. The pursuit of next-generation membranes for water and energy applications requires understanding phenomena at the molecular scale, mesoscale, and macroscale. This perspective highlights advanced characterization techniques for elucidating and enhancing membrane performance, while addressing fundamental trade-offs involved in characterizing membranes under realistic conditions.

Indexed as

characterizationlow‐dimensional materialsmembranessynchrotrons

Identifiers

PMID40937892
PMCPMC12759203

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.