Evidence map›Paper›PMID 36756842›Full record

ArticleThe journal of physical chemistry. A2023

Construction of a Gaussian Process Regression Model of Formamide for Use in Molecular Simulations.

Matthew L Brown, Jonathan M Skelton, Paul L A Popelier

Abstract read
In one paragraph

Article in The journal of physical chemistry. A, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. A computationally efficient quasi-harmonic study of ice polymorphs using the FFLUX force field.Acta crystallographica. Section A, Foundations and advances · 2025
    Article
  3. Toward Gaussian Process Regression Modeling of a Urea Force Field.The journal of physical chemistry. A · 2024
    Article
  4. Article
  5. 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

3 authors.

Matthew L BrownDepartment of Chemistry, The University of Manchester, Oxford Road, Manchester M13 9PL, Britain.ORCID 0000-0002-9352-8976
Jonathan M SkeltonDepartment of Chemistry, The University of Manchester, Oxford Road, Manchester M13 9PL, Britain.ORCID 0000-0002-0395-1202
Paul L A PopelierDepartment of Chemistry, The University of Manchester, Oxford Road, Manchester M13 9PL, Britain.ORCID 0000-0001-9053-1363

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

FFLUX, a novel force field based on quantum chemical topology, can perform molecular dynamics simulations with flexible multipole moments that change with geometry. This is enabled by Gaussian process regression machine learning models, which accurately predict atomic energies and multipole moments up to the hexadecapole. We have constructed a model of the formamide monomer at the B3LYP/aug-cc-pVTZ level of theory capable of sub-kJ mol

Identifiers

PMID36756842
PMCPMC9969515

What OpenQuestion holds

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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.