Evidence map›Paper›PMID 41273008›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Towards a Synergy-Driven Design Paradigm for Metal-Organic Framework/Polymer Nanocomposites via Predictive Multiscale Simulations.

Phuong Vo, Sergio Lucarini, Javier Segurado, Maciej Haranczyk

Abstract read
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. 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

4 authors.

Phuong VoIMDEA Material Institute, C/Eric Kandel, 2 Getafe, 28906, Madrid, Spain.ORCID https://orcid.org/0000-0002-3922-252X
Sergio LucariniBCMaterials, Basque Center for Materials, Applications and Nanostructures, UPV/EHU Science Park, Leioa, 48940, Spain.ORCID https://orcid.org/0000-0003-2790-9372
Javier SeguradoIMDEA Material Institute, C/Eric Kandel, 2 Getafe, 28906, Madrid, Spain.ORCID https://orcid.org/0000-0002-3617-2205
Maciej HaranczykIMDEA Material Institute, C/Eric Kandel, 2 Getafe, 28906, Madrid, Spain.ORCID https://orcid.org/0000-0001-7146-9568

Funding

HORIZON EUROPE Marie Sklodowska-Curie Actions 101067497
6 · The paper itself

Abstract

Experimental reports indicate that embedding metal-organic frameworks (MOFs) in polymer matrices both facilitates practical engineering applications and may yield properties surpassing the rule-of-mixtures expectations owing to interfacial synergy. Herein, computational methods are used to predict this amplification a priori, opening the door to in-silico synergy-driven design paradigm. Thermal conductivity is chosen as the model property, important because heat management governs adsorption-driven separations employing MOFs. Non-equilibrium molecular dynamics provides conductivities for the MOF, the polymer, and the interphase; a multiscale scheme then delivers the composite value. The workflow is applied to HKUST-1/polyethylene glycol(PEG) and UiO-66/PEG and benchmarked against ZIF-8/stearic acid(SA). For HKUST-1/PEG a conductivity of 0.39 W/mK is predicted, representing a 0.09 W/mK synergy above the rule-of-mixtures baseline; experimental measurements report, respectively, 0.428 and 0.14 W/mK, confirming the model predictions. UiO-66/PEG model and its experimental analogue UiO-66(CH3)/PEG display comparable agreement and, notably, outperform both bulk constituents. In contrast, ZIF-8/SA exhibits no significant enhancement. The demonstrated predictive route identifies MOF/polymer pairs with favorable thermal transport and guides rational design of advanced adsorbent composites.

Indexed as

MOF/polymer compositemulti‐scale simulationthermal conductivity

Identifiers

PMID41273008
PMCPMC13568947

What OpenQuestion holds

Textmetadata
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.