Evidence map›Paper›PMID 40540599›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Multistage nucleation pathway in LiF molten salt mirrors the crystal-melt interface structure.

Zhao Fan, Deepak Rawat, Piotr Zarzycki, Michael L Whittaker, Mark Asta

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. 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. Multistage nucleation pathway in LiF molten salt mirrors the crystal-melt interface structure.Proceedings of the National Academy of Sciences of the United States of America · 2025
    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

5 authors.

Zhao FanMaterials Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720.ORCID 0000-0002-2523-2532
Deepak RawatMaterials Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720.ORCID 0000-0002-0908-519X
Piotr ZarzyckiEnergy Geosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720.
Michael L WhittakerMaterials Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720.
Mark AstaMaterials Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720.ORCID 0000-0002-8968-321X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite over a century of studies, fundamental questions remain about the processes governing crystal nucleation from melts or solutions. Research over the past three decades has presented mounting evidence for kinetic pathways of crystal nucleation that are more complex than envisioned by the simplest forms of classical theory. Such observations have been presented for colloidal and elemental systems with covalent and metallic bonding. Despite the technological and geochemical importance of molten salts, similar studies for these ionically bonded systems are currently lacking. Here we develop a machine learning interatomic potential for a model ionic system: LiF. The potential features quantum-level accuracy for both liquid and multiple solid polymorphs over wide temperature and pressure ranges and accurately reproduces experimentally measured properties. Thanks to the efficiency of the potential, which enables microsecond-scale molecular dynamics simulations, induction times for nucleation of LiF solids from their melts are computed over a range of undercoolings. With the aid of a set of robust local order parameters established here, the simulations reveal that homogeneous crystal nucleation in undercooled melts preferentially initiates from liquid regions showing slow dynamics and high bond orientational order simultaneously, and the second-shell order of both precritical nuclei and the surface of postcritical nuclei is dominated by hexagonal close packing and body-centered cubic local structure, even though the nucleus core is dominated by face-centered cubic structure corresponding to the stable rocksalt crystal structure. Finally, we establish a connection between the crystallization pathway and the equilibrium crystal-melt interface structure.

Indexed as

crystal–melt interfacecrystal nucleationmachine learningmolecular dynamicsmolten salts

Identifiers

PMID40540599
PMCPMC12207450

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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.