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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2017
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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. |
format | Online Article Text |
id | pubmed-5577512 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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