Evidence map›Paper›PMID 42906060›Full record

ArticleJournal of chemical information and modeling2026

VizChemoton: Visualization of Quantum Chemical Reaction Networks and Their Cheminformatics Features.

Enric Petrus, Diego Garay-Ruiz, Thomas Weymuth, Markus Reiher, Thomas B Hofstetter

Abstract read
In one paragraph

Article in Journal of chemical information and modeling, 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

5 authors.

Enric PetrusEawag, Swiss Federal Institute of Aquatic Science and Technology , 8600Dübendorf, Switzerland.ORCID 0000-0002-8022-3153
Diego Garay-RuizInstituto de Micro y Nanotecnologıa, IMN-CNM, CSIC (CEI UAM+CSIC) , Isaac Newton, 8, Tres Cantos, MadridE-28760, Spain.ORCID 0000-0003-0744-0562
Thomas WeymuthDepartment of Chemistry and Applied Biosciences, ETH Zürich, Vladimir-Prelog-Weg 2, 8093Zürich, Switzerland.ORCID 0000-0001-7102-7022
Markus ReiherDepartment of Chemistry and Applied Biosciences, ETH Zürich, Vladimir-Prelog-Weg 2, 8093Zürich, Switzerland.ORCID 0000-0002-9508-1565
Thomas B HofstetterEawag, Swiss Federal Institute of Aquatic Science and Technology , 8600Dübendorf, Switzerland.ORCID 0000-0003-1906-367X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Automated explorations of chemical reaction networks (CRNs) guided by quantum chemistry (QC) calculations are undergoing rapid development that enables numerous applications. However, CRNs are accessible primarily through specialized quantum chemistry software without interface for cheminformatic exploitation of the generated data. Here, we present VizChemoton, an open-source module within the reaction exploration framework Software for Chemical Interaction Networks (SCINE). VizChemoton enables visualization of CRNs and serves as an interface for cheminformatics applications based on conversion of molecular structures that accounts for radicals, zwitterions, and molecular complexes into string-based representations via RDKit mol objects. The conversion performance exceeded 90% of QC-generated compounds based on the evaluation of four CRNs constructed with density functional theory and extended tight-binding methods. We find that compounds absent from public structural databases correspond primarily to molecular complexes and unstable reaction intermediates. All essential QC and associated cheminformatics data are distributed in interoperable CSV and JSON formats to support downstream machine learning applications whereas reaction networks are readily visualized through a browser-based standalone HTML interface.

Indexed as

CheminformaticsQuantum TheorySoftware

Identifiers

PMID42906060
PMCPMC13625967

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.