Evidence map›Paper›PMID 41428025›Full record

ArticleJournal of molecular modeling2025

Accelerating the search for carbon cluster isomers via machine learning potential.

Huy Duy Nguyen, Phong Hai Nguyen, Giang Huong Bach, Oanh Kim Thi Nguyen

Abstract read
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In one paragraph

Article in Journal of molecular modeling, 2025. 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.

Huy Duy NguyenFaculty of Physics, University of Science, Vietnam National University, Hanoi, 334 Nguyen Trai, Thanh Xuan, Hanoi, 100000, Vietnam. huydn@hus.edu.vn.
Phong Hai NguyenFaculty of Physics, University of Science, Vietnam National University, Hanoi, 334 Nguyen Trai, Thanh Xuan, Hanoi, 100000, Vietnam.
Giang Huong BachFaculty of Physics, University of Science, Vietnam National University, Hanoi, 334 Nguyen Trai, Thanh Xuan, Hanoi, 100000, Vietnam.
Oanh Kim Thi NguyenFaculty of Natural Sciences, Electric Power University, 235 Hoang Quoc Viet, Nghia Do, Hanoi, 100000, Vietnam.

Funding

Đại học Quốc gia Hà Nội QG.25.13
6 · The paper itself

Abstract

contextTrivalent C

methodsVia the CALYPSO package, particle swarm optimization is employed to explore the configuration space. Energies/forces are calculated via the QUIP/LAMMPS module, employing the GAP-20. Structural relaxation follows the conjugate gradient method to a force precision of

Indexed as

Carbon clustersLow-energy isomersMachine learning potential

Identifiers

PMID41428025

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.