Evidence map›Paper›PMID 39083416›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2024

Evidence of ferroelectric features in low-density supercooled water from ab initio deep neural-network simulations.

Cesare Malosso, Natalia Manko, Maria Grazia Izzo, Stefano Baroni, Ali Hassanali

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Direct observation of liquid-liquid phase coexistence in deeply supercooled water using an accurate polarizable multipole model.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  5. The interplay between liquid-liquid and ferroelectric phase transitions in supercooled water.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  6. 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.

Cesare MalossoScuola Internazionale Superiore di Studi Avanzati, Trieste 34136, Italy.ORCID 0000-0002-2760-3632
Natalia MankoCondensed Matter and Statistical Physics (CMSP), The Abdus Salam Centre for Theoretical Physics, Trieste 34151, Italy.ORCID 0009-0008-4346-8566
Maria Grazia IzzoScuola Internazionale Superiore di Studi Avanzati, Trieste 34136, Italy.
Stefano BaroniScuola Internazionale Superiore di Studi Avanzati, Trieste 34136, Italy.ORCID 0000-0002-3508-6663
Ali HassanaliCondensed Matter and Statistical Physics (CMSP), The Abdus Salam Centre for Theoretical Physics, Trieste 34151, Italy.ORCID 0000-0002-3208-1488

Funding

EC | ERC | HORIZON EUROPE European Research Council (ERC) 101043272European Commission (EC) 101093374European Commission (EC) CN00000013Ministero dell'Università e della Ricerca (MUR) 2022W2BPCK
6 · The paper itself

Abstract

Over the last decade, an increasing body of evidence has emerged, supporting the existence of a metastable liquid-liquid critical point in supercooled water whereby two distinct liquid phases of different densities coexist. Analyzing long molecular dynamics simulations performed using deep neural-network force fields trained to accurate quantum mechanical data, we demonstrate that the low-density liquid phase displays a strong propensity toward spontaneous polarization, as witnessed by large and long-lived collective dipole fluctuations. Our findings suggest that the dynamical stability of the low-density phase, and hence the transition from high-density to low-density liquid, is triggered by a collective process involving an accumulation of rotational angular jumps, which could ignite large dipole fluctuations. This dynamical transition involves subtle changes in the electronic polarizability of water molecules which affects their rotational mobility within the two phases. These findings hold the potential for catalyzing activity in the search for dielectric-based probes of the putative second critical point.

Indexed as

ferroelectricliquid–liquid phase transitionmachine learningwater

Identifiers

PMID39083416
PMCPMC11317578

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.