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BRADSHAW: a system for automated molecular design

This paper introduces BRADSHAW (Biological Response Analysis and Design System using an Heterogenous, Automated Workflow), a system for automated molecular design which integrates methods for chemical structure generation, experimental design, active learning and cheminformatics tools. The simple us...

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Detalles Bibliográficos
Autores principales: Green, Darren V. S., Pickett, Stephen, Luscombe, Chris, Senger, Stefan, Marcus, David, Meslamani, Jamel, Brett, David, Powell, Adam, Masson, Jonathan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7292824/
https://www.ncbi.nlm.nih.gov/pubmed/31637565
http://dx.doi.org/10.1007/s10822-019-00234-8
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author Green, Darren V. S.
Pickett, Stephen
Luscombe, Chris
Senger, Stefan
Marcus, David
Meslamani, Jamel
Brett, David
Powell, Adam
Masson, Jonathan
author_facet Green, Darren V. S.
Pickett, Stephen
Luscombe, Chris
Senger, Stefan
Marcus, David
Meslamani, Jamel
Brett, David
Powell, Adam
Masson, Jonathan
author_sort Green, Darren V. S.
collection PubMed
description This paper introduces BRADSHAW (Biological Response Analysis and Design System using an Heterogenous, Automated Workflow), a system for automated molecular design which integrates methods for chemical structure generation, experimental design, active learning and cheminformatics tools. The simple user interface is designed to facilitate access to large scale automated design whilst minimising software development required to introduce new algorithms, a critical requirement in what is a very fast moving field. The system embodies a philosophy of automation, best practice, experimental design and the use of both traditional cheminformatics and modern machine learning algorithms. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10822-019-00234-8) contains supplementary material, which is available to authorized users.
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spelling pubmed-72928242020-06-16 BRADSHAW: a system for automated molecular design Green, Darren V. S. Pickett, Stephen Luscombe, Chris Senger, Stefan Marcus, David Meslamani, Jamel Brett, David Powell, Adam Masson, Jonathan J Comput Aided Mol Des Article This paper introduces BRADSHAW (Biological Response Analysis and Design System using an Heterogenous, Automated Workflow), a system for automated molecular design which integrates methods for chemical structure generation, experimental design, active learning and cheminformatics tools. The simple user interface is designed to facilitate access to large scale automated design whilst minimising software development required to introduce new algorithms, a critical requirement in what is a very fast moving field. The system embodies a philosophy of automation, best practice, experimental design and the use of both traditional cheminformatics and modern machine learning algorithms. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10822-019-00234-8) contains supplementary material, which is available to authorized users. Springer International Publishing 2019-10-21 2020 /pmc/articles/PMC7292824/ /pubmed/31637565 http://dx.doi.org/10.1007/s10822-019-00234-8 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Article
Green, Darren V. S.
Pickett, Stephen
Luscombe, Chris
Senger, Stefan
Marcus, David
Meslamani, Jamel
Brett, David
Powell, Adam
Masson, Jonathan
BRADSHAW: a system for automated molecular design
title BRADSHAW: a system for automated molecular design
title_full BRADSHAW: a system for automated molecular design
title_fullStr BRADSHAW: a system for automated molecular design
title_full_unstemmed BRADSHAW: a system for automated molecular design
title_short BRADSHAW: a system for automated molecular design
title_sort bradshaw: a system for automated molecular design
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7292824/
https://www.ncbi.nlm.nih.gov/pubmed/31637565
http://dx.doi.org/10.1007/s10822-019-00234-8
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