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Toward Reaction Vessel Mimicry: Machine Learning-Assisted Automated Exploration of Alkene Polymerization and Its Transferability

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Year: 2026
Type: article
Source: Journal of Chemical Theory and Computation
DOI: 10.1021/acs.jctc.5c02120
Authors: Sagar Ghorai, Ruben Staub, Yu Harabuchi, Takashi Nakano, Alexandre Varnek, Satoshi Maeda
Institutions: Hokkaido University, Mitsui Chemicals (Japan), Centre National de la Recherche Scientifique, Chimie de la Matière Complexe, Université de Strasbourg
Language: English

Topic: Machine Learning in Materials Science
Subfield: Materials Chemistry
Field: Materials Science
Domain: Physical Sciences

Open Access status: closed

Funders: Japan Society for the Promotion of Science, Exploratory Research for Advanced Technology
Awards: Development of a quantum chemistry based chemical reaction discovery method for heterogeneous catalysis, polymer growth, and two-dimensional material formation, G6658699011
OpenAlex ID: W7137206030
FWCI: 4.156
Cites: 95
Cited by: 3
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