Evidence map›Paper›PMID 42674382›Full record

ArticleJournal of chemical theory and computation2026

Hybrid HPC and Quantum Computing Framework for Multiscale Modeling of Chemical Systems.

Joseph C R Thacker, Mateusz Meller, Alberto Popescu, Andrew Patterson, Róbert Izsák, Vendel Szeremi, Thomas W Keal

Abstract read
In one paragraph

Article in Journal of chemical theory and computation, 2026. 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

7 authors.

Joseph C R ThackerSTFC Scientific Computing, Daresbury Laboratory, Keckwick Lane, Daresbury, WarringtonWA4 4AD, U.K.
Mateusz MellerSTFC Hartree Centre, Daresbury Laboratory, Keckwick Lane, Daresbury, WarringtonWA4 4AD, U.K.ORCID 0009-0003-3045-3342
Alberto PopescuSTFC Hartree Centre, Daresbury Laboratory, Keckwick Lane, Daresbury, WarringtonWA4 4AD, U.K.
Andrew PattersonRiverlane Ltd., CambridgeCB2 3BZ, U.K.
Róbert IzsákRiverlane Ltd., CambridgeCB2 3BZ, U.K.
Vendel SzeremiSTFC Hartree Centre, Daresbury Laboratory, Keckwick Lane, Daresbury, WarringtonWA4 4AD, U.K.
Thomas W KealSTFC Scientific Computing, Daresbury Laboratory, Keckwick Lane, Daresbury, WarringtonWA4 4AD, U.K.ORCID 0000-0001-8747-3975

Funding

Innovate UK 10005792
6 · The paper itself

Abstract

We present a multiscale workflow for coupling quantum computing algorithms for quantum chemical calculations with conventional high-performance computing (HPC) software. The resulting embedding framework, implemented in the multiscale computational chemistry environment ChemShell, combines a generic N-layer subtractive quantum mechanics/molecular mechanics (QM/MM) scheme and selection of an active orbital space for the quantum algorithm region. We have benchmarked the embedding models for gas phase and solvated molecules to understand the performance, benefits and current limitations of embedding quantum computing algorithms within a QM/MM model. We compare the performance of simulated quantum phase estimation (QPE) calculations on an HPC cluster using graphical processing units (GPUs) and central processing units (CPUs).

Identifiers

PMID42674382
PMCPMC13523702

What OpenQuestion holds

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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.