Practical Methodology in Kinetic Modeling for Complex Reactions: Weighted Error Manipulation to Allow Effective Model Evaluation in a Borderline S<sub>N</sub> Reaction

This paper details a novel and mechanism-oriented approach to kinetic modeling of complex chemical reactions, which focuses on the importance of a detailed understanding of the reaction mechanism and appropriate experimental data collection in the development and evaluation of accurate reaction models. Instead of using traditional statistical indices centered on the experimental data, this approach introduces a fitting index based on a weighted continuous error range centered on simulated data to accomplish effective model evaluation. Also, as a practical example, the method was applied to distinguish a borderline S<sub>N</sub> reaction mechanism involving five elementary steps, and the results showed improved model fit compared to models involving solely S<sub>N</sub>1 or S<sub>N</sub>2 mechanisms. This approach provides a new aspect for model evaluation and validation in kinetic modeling based on both mechanistic understanding and experimental data.

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Publication Details

Journal
ACS Omega
Published
2025-02-24
DOI
https://doi.org/10.1021/acsomega.4c09609
Citations
5
Primary Topic
Advanced NMR Techniques and Applications
Type
article
Field-Weighted Citation Impact
3.78

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article

Practical Methodology in Kinetic Modeling for Complex Reactions: Weighted Error Manipulation to Allow Effective Model Evaluation in a Borderline SN Reaction

Yuya Orito
5 citations
ACS Omega
Advanced NMR Techniques and Applications
3.78
article

Practical Methodology in Kinetic Modeling for Complex Reactions: Weighted Error Manipulation to Allow Effective Model Evaluation in a Borderline SN Reaction

Yuya Orito
article en
5 citations

Abstract

This paper details a novel and mechanism-oriented approach to kinetic modeling of complex chemical reactions, which focuses on the importance of a detailed understanding of the reaction mechanism and appropriate experimental data collection in the development and evaluation of accurate reaction models. Instead of using traditional statistical indices centered on the experimental data, this approach introduces a fitting index based on a weighted continuous error range centered on simulated data to accomplish effective model evaluation. Also, as a practical example, the method was applied to distinguish a borderline S<sub>N</sub> reaction mechanism involving five elementary steps, and the results showed improved model fit compared to models involving solely S<sub>N</sub>1 or S<sub>N</sub>2 mechanisms. This approach provides a new aspect for model evaluation and validation in kinetic modeling based on both mechanistic understanding and experimental data.

ACS OmegaVol. 10(9)
ITRI International (US), Daiichi Sankyo (Germany) (DE), Daiichi Sankyo (United Kingdom) (GB), Daiichi-Sankyo (Japan) (JP), Daiichi Sankyo (India) (IN), Daiichi Sankyo (United States) (US)
Daiichi Sankyo Company
Openalex Percentile: Top 7%
Advanced NMR Techniques and Applications
3.78
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Practical Methodology in Kinetic Modeling for Complex Reactions: Weighted Error Manipulation to Allow Effective Model Evaluation in a Borderline S<sub>N</sub> Reaction — Yuya Orito · ACS Omega (2025) | TGRS Research Map | TGRS