利用区域和立体选择性C ((sp3) -H功能化乙烯训练物流回归分类模型来预测位置选择性偏差
Yannick T Boni1, Ryan C Cammarota2, Kuangbiao Liao1
1Department of Chemistry, Emory University, 1515 Dickey Drive, Atlanta, Georgia 30322, United States.
Journal of the American Chemical Society
|August 17, 2022
概括
这项研究证明了使用碳中间体的基乙烯的位点和立体选择性C-H功能化. 一个机器学习模型预测功能化部位, 帮助复杂的分子合成.
科学领域:
- 有机化学
- 催化剂
- 合成方法
背景情况:
- 乙烯的C-H功能化提供了一个战略性的合成途径.
- 碳插入提供了一种有效的C-H键激活方法.
研究的目的:
- 在不同位置实现位点和立体选择性C ((sp3) -H功能化.
- 开发C-H功能化地点选择的预测模型.
- 为了实现中乙烯的后期功能化和脱对称.
主要方法:
- 用于C-H插入反应的捐赠/接受碳中间体.
- 使用具有明显选择性的催化剂 (Rh2 ((R-TCPTAD) 4和Rh2 ((S-2-Cl-5-BrTPCP) 4).
- 开发了一个逻辑回归机器学习模型来预测功能化站点.
主要成果:
- 在α,γ,δ和距离位置实现了位点和立体选择性C(sp3)-H功能化.
- 在产品形成方面表现出良好的二元控制和反抗控制.
- 成功地应用了脱对称的方法.
- 验证了用于预测主要C-H功能化的机器学习模型.
结论:
- 开发的碳素诱导的C-H功能化是乙烯的多功能策略.
- 预测机器学习模型有助于指导复杂分子的合成策略.
- 该方法方便后期功能化和脱对称化,增强合成效用.
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