Kiralj R., Ferreira M. M. C., "Simple Quantitative Structure-Property Relationship (QSPR) Modeling of ¹⁷O Carbonyl Chemical Shifts in Substituted Benzaldehydes Compared to DFT  and Empirical Approaches", J. Phys. Chem. A, 112(27), 6134-6149 (2008).
[Article]
 

Abstract.
The geometry of 50 substituted benzaldehydes was optimized at the semiempirical PM3 level, and various electronic and steric descriptors accounting for properties of the benzene ring, aldehyde group, and their connecting carbon-carbon bond were calculated. Quantitative structure-property relationships (QSPR) between ¹⁷O carbonyl chemical shifts and these descriptors were established using partial least-squares regression and principal component regression. These two parsimonious QSPR models were comparable with the literature empirical model and DFT (density functional theory) and capable of predicting ¹⁷O chemical shifts for 10 benzaldehydes. Principal component analysis, hierarchical cluster analysis, and crystal structure data retrieved from the Cambridge Structural Database were additional methods for chemical verification of the regression models. The QSPR models are recommended as being more reliable than and superior to the empirical and DFT models due to the results of all validations, simplicity, and short time that regressions need for ¹⁷O shift prediction.

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