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Accurate prediction of <sup>11</sup>B NMR chemical shift of BODIPYs <i>via</i> machine learning

Alexander A. Ksenofontov, Yaroslav I. Isaev, Michail M. Lukanov, Dmitriy M. Makarov, Varvara A. Eventova, Ilya A. Khodov, Mechail B. Berezin

2023Physical Chemistry Chemical Physics15 citationsDOI

Abstract

We present the results of developing a new model based on machine learning methods for predicting the 11 B NMR chemical shift of boron-containing dyes.

Topics & Concepts

Chemical shiftTest setChemistryMean squared errorCarbon-13 NMRProton NMRTraining setArtificial intelligenceMachine learningComputer sciencePhysical chemistryMathematicsStatisticsOrganic chemistryLuminescence and Fluorescent MaterialsMetabolomics and Mass Spectrometry StudiesSpectroscopy Techniques in Biomedical and Chemical Research