Evidence map›Paper›PMID 41556410›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Structural and Mechanical Dynamics of Polymer Membranes Across Multilength Scales.

Rifan Hardian, Hakkim Vovusha, Yue Yuan, Changxia Shi, Eugene Y-X Chen, Mario Lanza, Gyorgy Szekely

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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

7 authors.

Rifan HardianAdvanced Membranes and Porous Materials Center, Physical Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia.
Hakkim VovushaAdvanced Membranes and Porous Materials Center, Physical Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia.
Yue YuanPhysical Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia.
Changxia ShiDepartment of Chemistry, Colorado State University, Fort Collins, CO, USA.
Eugene Y-X ChenDepartment of Chemistry, Colorado State University, Fort Collins, CO, USA.
Mario LanzaPhysical Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia.
Gyorgy SzekelyAdvanced Membranes and Porous Materials Center, Physical Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia.

Funding

Global Collaborative Research, King Abdullah University of Science and Technology BAS/1/1401-01-01National Renewable Energy Laboratory DE-AC36-08GO28308
6 · The paper itself

Abstract

Understanding the mechanical and structural evolution of polymer membranes under heat and strain is important for many applications. Conventional techniques, such as dynamic mechanical analysis provide bulk mechanical information but lack the spatial resolution to capture localized variations. Similarly, X-ray diffraction spectroscopy effectively probes long-range order but has limited capability in analyzing amorphous polymer structures. Herein, we reveal the importance of mechanical and structural analyses across multilength scales. We unveiled the opposite trend in surface-to-bulk mechanical behavior of polymer membranes, necessitating the investigation of both regions to fully capture their functional behavior. We mapped nanoscale mechanical inhomogeneities across membrane surfaces with in situ atomic force microscopy quantitative nanomechanics. Further, we uncovered structural irregularities across both short- and long-range order using in situ small- and wide-angle scattering spectroscopies. We investigate key structural parameters and describe density variations in amorphous domains. Molecular dynamics simulations corroborate with the observed structural and mechanical properties at the molecular level. Our multilength-scale characterization strategy provides a robust framework for elucidating structure-property relationships from macroscopic to molecular levels. The approach is generalizable to other systems such as films, fibers, and two-dimensional materials, enabling new insights into their dynamic properties.

Indexed as

AFM nanomechanicsin situ SAXS–WAXSmechanical heterogeneitypolymer membranesurface and bulk properties

Identifiers

PMID41556410
PMCPMC13042879

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.