Evidence map›Paper›PMID 38560493›Full record

ArticleNational science review2024

Deciphering the controlling factors for phase transitions in zeolitic imidazolate frameworks.

Tao Du, Shanwu Li, Sudheer Ganisetti, Mathieu Bauchy, Yuanzheng Yue, Morten M Smedskjaer

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in National science review, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. White-Light Emission in Zeolitic Imidazolate Framework Glasses.Advanced materials (Deerfield Beach, Fla.) · 2026
    Article
  2. Article
  3. 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

6 authors.

Tao DuDepartment of Chemistry and Bioscience, Aalborg University, Aalborg 9220, Denmark.
Shanwu LiDepartment of Mechanical Engineering-Engineering Mechanics, Michigan Technological University, Houghton MI 49931, USA.
Sudheer GanisettiDepartment of Chemistry and Bioscience, Aalborg University, Aalborg 9220, Denmark.
Mathieu BauchyPhysics of AmoRphous and Inorganic Solids Laboratory (PARISlab), Department of Civil and Environmental Engineering, University of California, Los Angeles, Los Angeles, CA 90095, USA.
Yuanzheng YueDepartment of Chemistry and Bioscience, Aalborg University, Aalborg 9220, Denmark.ORCID https://orcid.org/0000-0002-6048-5236
Morten M SmedskjaerDepartment of Chemistry and Bioscience, Aalborg University, Aalborg 9220, Denmark.ORCID https://orcid.org/0000-0003-0476-2021

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Zeolitic imidazolate frameworks (ZIFs) feature complex phase transitions, including polymorphism, melting, vitrification, and polyamorphism. Experimentally probing their structural evolution during transitions involving amorphous phases is a significant challenge, especially at the medium-range length scale. To overcome this challenge, here we first train a deep learning-based force field to identify the structural characteristics of both crystalline and non-crystalline ZIF phases. This allows us to reproduce the structural evolution trend during the melting of crystals and formation of ZIF glasses at various length scales with an accuracy comparable to that of

Indexed as

glass formationmeltingmetal-organic frameworksphase transitionsring orientationtransferable deep learning force field

Identifiers

PMID38560493
PMCPMC10980346

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.