Systematic Testing of the Maximum Hardness and Minimum Electrophilicity Principles

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Authors: Abdul Rahman Al Nabulsi, Farnaz Heidar‐Zadeh, P. Giglio Ayers
Cited by: 3
References: 153

Abstract

By considering double-exchange reactions between 496 heteronuclear diatomic molecules composed of elements in the first four rows of the periodic table, we test the reliability of the principles of maximum hardness and minimum electrophilicity. Both principles are reasonably robust, especially for reactions that are decisively exothermic, but neither principle is perfectly reliable. Nevertheless, both principles provide good rules-of-thumb for chemical reactions. Removing reactions that violate the hard/soft acid/base rule from the data set enhances the reliability of the maximum hardness principle, offering support for the relationship between the maximum hardness and hard/soft acid/base principles. Both principles are reliable about 80% of the time if near-thermoneutral reactions are removed from the data set. For reactions that follow the hard/soft acid/base rule and that are strongly energetically favored, the maximum hardness principle predicts the correct products nearly 90% of the time.

Fields of Study & Subjects

Machine Learning in Materials Science Crystallography and molecular interactions Organometallic Complex Synthesis and Catalysis

Publication details

Journal / source
The Journal of Physical Chemistry A
Publisher
American Chemical Society (ACS)
Volume
130
Issue
16
Pages
3221–3232
Publication date
10 April 2026
Language
EN