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Human versus Robots in the Discovery and Crystallization of Gigantic Polyoxometalates

The discovery of new gigantic molecules formed by self‐assembly and crystal growth is challenging as it combines two contingent events; first is the formation of a new molecule, and second its crystallization. Herein, we construct a workflow that can be followed manually or by a robot to probe the e...

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Autores principales: Duros, Vasilios, Grizou, Jonathan, Xuan, Weimin, Hosni, Zied, Long, De‐Liang, Miras, Haralampos N., Cronin, Leroy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5577512/
https://www.ncbi.nlm.nih.gov/pubmed/28649740
http://dx.doi.org/10.1002/anie.201705721
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author Duros, Vasilios
Grizou, Jonathan
Xuan, Weimin
Hosni, Zied
Long, De‐Liang
Miras, Haralampos N.
Cronin, Leroy
author_facet Duros, Vasilios
Grizou, Jonathan
Xuan, Weimin
Hosni, Zied
Long, De‐Liang
Miras, Haralampos N.
Cronin, Leroy
author_sort Duros, Vasilios
collection PubMed
description The discovery of new gigantic molecules formed by self‐assembly and crystal growth is challenging as it combines two contingent events; first is the formation of a new molecule, and second its crystallization. Herein, we construct a workflow that can be followed manually or by a robot to probe the envelope of both events and employ it for a new polyoxometalate cluster, Na(6)[Mo(120)Ce(6)O(366)H(12)(H(2)O)(78)]⋅200 H(2)O (1) which has a trigonal‐ring type architecture (yield 4.3 % based on Mo). Its synthesis and crystallization was probed using an active machine‐learning algorithm developed by us to explore the crystallization space, the algorithm results were compared with those obtained by human experimenters. The algorithm‐based search is able to cover ca. 9 times more crystallization space than a random search and ca. 6 times more than humans and increases the crystallization prediction accuracy to 82.4±0.7 % over 77.1±0.9 % from human experimenters.
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spelling pubmed-55775122017-09-18 Human versus Robots in the Discovery and Crystallization of Gigantic Polyoxometalates Duros, Vasilios Grizou, Jonathan Xuan, Weimin Hosni, Zied Long, De‐Liang Miras, Haralampos N. Cronin, Leroy Angew Chem Int Ed Engl Communications The discovery of new gigantic molecules formed by self‐assembly and crystal growth is challenging as it combines two contingent events; first is the formation of a new molecule, and second its crystallization. Herein, we construct a workflow that can be followed manually or by a robot to probe the envelope of both events and employ it for a new polyoxometalate cluster, Na(6)[Mo(120)Ce(6)O(366)H(12)(H(2)O)(78)]⋅200 H(2)O (1) which has a trigonal‐ring type architecture (yield 4.3 % based on Mo). Its synthesis and crystallization was probed using an active machine‐learning algorithm developed by us to explore the crystallization space, the algorithm results were compared with those obtained by human experimenters. The algorithm‐based search is able to cover ca. 9 times more crystallization space than a random search and ca. 6 times more than humans and increases the crystallization prediction accuracy to 82.4±0.7 % over 77.1±0.9 % from human experimenters. John Wiley and Sons Inc. 2017-08-03 2017-08-28 /pmc/articles/PMC5577512/ /pubmed/28649740 http://dx.doi.org/10.1002/anie.201705721 Text en © 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA. This is an open access article under the terms of the Creative Commons Attribution (http://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Communications
Duros, Vasilios
Grizou, Jonathan
Xuan, Weimin
Hosni, Zied
Long, De‐Liang
Miras, Haralampos N.
Cronin, Leroy
Human versus Robots in the Discovery and Crystallization of Gigantic Polyoxometalates
title Human versus Robots in the Discovery and Crystallization of Gigantic Polyoxometalates
title_full Human versus Robots in the Discovery and Crystallization of Gigantic Polyoxometalates
title_fullStr Human versus Robots in the Discovery and Crystallization of Gigantic Polyoxometalates
title_full_unstemmed Human versus Robots in the Discovery and Crystallization of Gigantic Polyoxometalates
title_short Human versus Robots in the Discovery and Crystallization of Gigantic Polyoxometalates
title_sort human versus robots in the discovery and crystallization of gigantic polyoxometalates
topic Communications
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5577512/
https://www.ncbi.nlm.nih.gov/pubmed/28649740
http://dx.doi.org/10.1002/anie.201705721
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