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The computational road to reactivity scales.

Maike VahlJonny Proppe
Published in: Physical chemistry chemical physics : PCCP (2023)
Reactivity scales are useful research tools for chemists, both experimental and computational. However, to determine the reactivity of a single molecule, multiple measurements need to be carried out, which is a time-consuming and resource-intensive task. In this Tutorial Review, we present alternative approaches for the efficient generation of quantitative structure-reactivity relationships that are based on quantum chemistry, supervised learning, and uncertainty quantification. First published in 2002, we observe a tendency for these relationships to become not only more predictive but also more interpretable over time.
Keyphrases
  • single molecule
  • atomic force microscopy
  • high resolution
  • randomized controlled trial
  • systematic review
  • mass spectrometry
  • quantum dots