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Combining Machine Learning and Computational Chemistry for Predictive Insights Into Chemical Systems [PDF]

open access: yesChemical Reviews, 2021
Machine learning models are poised to make a transformative impact on chemical sciences by dramatically accelerating computational algorithms and amplifying insights available from computational chemistry methods.
John A Keith   +2 more
exaly   +4 more sources

Computational Chemistry [PDF]

open access: yesJournal on Applied and Chemical Physics
Computational chemistry serves as a powerful tool for analyzing catalytic systems and molecular properties without the need for extensive laboratory experimentation. Leveraging modern electronic structure theory and density functional theory (DFT), researchers can model catalysts, predict activation energies, evaluate site reactivity, and calculate ...
Arnold, J. O.
core   +4 more sources

The OpenMolcas Web: A Community-Driven Approach to Advancing Computational Chemistry. [PDF]

open access: yesJ Chem Theory Comput, 2023
The developments of the open-source OpenMolcas chemistry software environment since spring 2020 are described, with a focus on novel functionalities accessible in the stable branch of the package or via interfaces with other packages.
Li Manni G   +107 more
europepmc   +2 more sources

A Perspective on Sustainable Computational Chemistry Software Development and Integration. [PDF]

open access: yesJ Chem Theory Comput, 2023
The power of quantum chemistry to predict the ground and excited state properties of complex chemical systems has driven the development of computational quantum chemistry software, integrating advances in theory, applied mathematics, and computer ...
Di Felice R   +24 more
europepmc   +2 more sources

Open-Source Machine Learning in Computational Chemistry. [PDF]

open access: yesJ Chem Inf Model, 2023
The field of computational chemistry has seen a significant increase in the integration of machine learning concepts and algorithms. In this Perspective, we surveyed 179 open-source software projects, with corresponding peer-reviewed papers published ...
Hagg A, Kirschner KN.
europepmc   +2 more sources

MLatom 3: A Platform for Machine Learning-Enhanced Computational Chemistry Simulations and Workflows. [PDF]

open access: yesJ Chem Theory Comput, 2023
Machine learning (ML) is increasingly becoming a common tool in computational chemistry. At the same time, the rapid development of ML methods requires a flexible software framework for designing custom workflows.
Dral PO   +17 more
europepmc   +3 more sources

Best-Practice DFT Protocols for Basic Molecular Computational Chemistry. [PDF]

open access: yesAngew Chem Int Ed Engl, 2022
Nowadays, many chemical investigations are supported by routine calculations of molecular structures, reaction energies, barrier heights, and spectroscopic properties.
Bursch M, Mewes JM, Hansen A, Grimme S.
europepmc   +2 more sources

Deepmol: an automated machine and deep learning framework for computational chemistry. [PDF]

open access: yesJ Cheminform
The domain of computational chemistry has experienced a significant evolution due to the introduction of Machine Learning (ML) technologies. Despite its potential to revolutionize the field, researchers are often encumbered by obstacles, such as the ...
Correia J, Capela J, Rocha M.
europepmc   +2 more sources

Computational Chemistry Strategies to Investigate the Antioxidant Activity of Flavonoids-An Overview. [PDF]

open access: yesMolecules
Despite several decades of research, the beneficial effect of flavonoids on health is still enigmatic. Here, we focus on the antioxidant effect of flavonoids, which is elementary to their biological activity.
Wang Y   +5 more
europepmc   +2 more sources

Computational pharmacology and computational chemistry of 4-hydroxyisoleucine: Physicochemical, pharmacokinetic, and DFT-based approaches. [PDF]

open access: yesFront Chem, 2023
Computational pharmacology and chemistry of drug-like properties along with pharmacokinetic studies have made it more amenable to decide or predict a potential drug candidate.
Ahmad I   +5 more
europepmc   +2 more sources

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