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Title: Univariate classification of phosphine ligation state and reactivity in cross-coupling catalysis
Chemists often use statistical analysis of reaction data with molecular descriptors to identify structure-reactivity relationships, which can enable prediction and mechanistic understanding. In this study, we developed a broadly applicable and quantitative classification workflow that identifies reactivity cliffs in 11 Ni- and Pd-catalyzed cross-coupling datasets using monodentate phosphine ligands. A distinctive ligand steric descriptor, minimum percent buried volume [% V bur (min)], is found to divide these datasets into active and inactive regions at a similar threshold value. Organometallic studies demonstrate that this threshold corresponds to the binary outcome of bisligated versus monoligated metal and that % V bur (min) is a physically meaningful and predictive representation of ligand structure in catalysis.  more » « less
Award ID(s):
1925607
PAR ID:
10352538
Author(s) / Creator(s):
; ; ; ; ; ; ;
Date Published:
Journal Name:
Science
Volume:
374
Issue:
6565
ISSN:
0036-8075
Page Range / eLocation ID:
301 to 308
Format(s):
Medium: X
Sponsoring Org:
National Science Foundation
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