Evidence map›Paper›PMID 41292358›Full record

ArticleJournal of chemical theory and computation2025

GridFF: Efficient Simulation of Organic Molecules on Rigid Substrates.

Indranil Mal, Milan Kočí, Paolo Nicolini, Prokop Hapala

Abstract read
In one paragraph

Article in Journal of chemical theory and computation, 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.

Indranil MalFZU - Institute of Physics of the Czech Academy of Sciences Na Slovance 2, Prague 18 200, Czech Republic.ORCID 0000-0002-4729-1648
Milan KočíFZU - Institute of Physics of the Czech Academy of Sciences Na Slovance 2, Prague 18 200, Czech Republic.
Paolo NicoliniFZU - Institute of Physics of the Czech Academy of Sciences Na Slovance 2, Prague 18 200, Czech Republic.ORCID 0000-0003-1324-7566
Prokop HapalaFZU - Institute of Physics of the Czech Academy of Sciences Na Slovance 2, Prague 18 200, Czech Republic.ORCID 0000-0003-4807-0326

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We present GridFF, an efficient method for simulating molecules on rigid substrates, derived from techniques used in protein-ligand docking in biochemistry. By projecting molecule-substrate interactions onto precomputed spatial grids with tricubic B-spline interpolation, GridFF reduces the computational cost by orders of magnitude compared to traditional pairwise atomistic models, without compromising the accuracy of forces or trajectories. The CPU implementation of GridFF in the open-source FireCore package provides a 100-1000× speedup over all-atom simulations using LAMMPS, while the GPU implementation - running thousands of system replicas in parallel - samples millions of configurations per second, enabling an exhaustive exploration of the configuration space of small flexible molecules on surfaces within minutes. Furthermore, as demonstrated in our previous application of a similar technique to high-resolution scanning probe microscopy, GridFF can be extended beyond empirical pairwise potentials to those derived from

Identifiers

PMID41292358
PMCPMC12874379

What OpenQuestion holds

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LicenceCC BY
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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.