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Coupled Reactions01:17

Coupled Reactions

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Cellular processes such as building and breaking down complex molecules occur through stepwise chemical reactions. Some of these chemical reactions are spontaneous and release energy, whereas others require energy to proceed. Cells often couple the energy-releasing reaction with the energy-requiring one to carry out important cell functions. 
Energy in adenosine triphosphate or ATP molecules is easily accessible to do work. ATP powers the majority of energy-requiring cellular reactions....
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Predicting Reaction Outcomes02:24

Predicting Reaction Outcomes

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Kinetics describes the rate and path by which a reaction occurs. In contrast, thermodynamics deals with state functions and describes the properties, behavior, and components of a system. It is not concerned with the path taken by the process and cannot address the rate at which a reaction occurs. Although it does provide information about what can happen during a reaction process, it does not describe the detailed steps of what appears on an atomic or a molecular level. On the other hand,...
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Crossed Aldol Reactions: Overview01:04

Crossed Aldol Reactions: Overview

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Crossed aldol addition is the reaction between two different carbonyl compounds under acidic or basic conditions. Here, both the carbonyl compounds function as nucleophiles and electrophiles. As shown in Figure 1, such a reaction yields a mixture of products, two of which are formed via self-condensation, while the remaining two are formed via crossed-condensation. Without adjustment, the reaction's usefulness in organic chemistry is decreased.
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Crossed Aldol Reaction Using Weak Bases01:14

Crossed Aldol Reaction Using Weak Bases

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This lesson deals with the crossed aldol reaction using weak bases. The self-condensation of an aldehyde having α hydrogen is prevented by adding it slowly to a mixture of formaldehyde and weak bases like hydroxide and alkoxide. Upon slow addition of the aldehyde, the base deprotonates the α carbon of the aldehyde to form the corresponding enolate. The enolate subsequently attacks the formaldehyde to form a single crossed product. Figure 1 depicts the aforementioned reaction.
2.7K
Crossed Aldol Reaction Using Strong Bases: Directed Aldol Reaction00:56

Crossed Aldol Reaction Using Strong Bases: Directed Aldol Reaction

2.8K
The reaction between two different carbonyl compounds comprising α hydrogen in the presence of a strong base like lithium diisopropylamide (LDA) to form a crossed aldol product is known as a directed aldol reaction. The directed aldol reaction is depicted in Figure 1.
2.8K
Crossing Over01:34

Crossing Over

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Unlike mitosis, meiosis aims for genetic diversity in its creation of haploid gametes. Dividing germ cells first begin this process in prophase I, where each chromosome—replicated in S phase—is now composed of two sister chromatids (identical copies) joined centrally.
The homologous pairs of sister chromosomes—one from the maternal and one from the paternal genome—then begin to align alongside each other lengthwise, matching corresponding DNA positions in a process...
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Updated: Feb 14, 2026

Comparison of Predictive Performance of Three Lymph Node Staging Systems in Colorectal Signet Ring Cell Carcinoma Based on Machine Learning Model
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使用机器学习预测C-N交叉合中的反应性能

Derek T Ahneman1, Jesús G Estrada1, Shishi Lin2

  • 1Department of Chemistry, Princeton University, Princeton, NJ 08544, USA.

Science (New York, N.Y.)
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PubMed
概括
此摘要是机器生成的。

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科学领域:

  • 化学学
  • 计算化学
  • 化学工程

背景情况:

  • 机器学习在科学研究中越来越重要.
  • 预测化学反应的结果对于优化合成过程至关重要.
  • 高通量实验 (HTE) 产生了用于ML模型训练的大数据集.

研究的目的:

  • 调查ML对预测合成反应性能的有用性.
  • 将ML算法与化学领域的传统方法进行比较.
  • 评估ML模型的适用性,以促进合成方法的采用.

主要方法:

  • 提取了反应元件的原子,分子和振动描述符.
  • 使用催化布赫瓦尔德-哈特维格交叉合反应作为模型系统.
  • 使用随机森林和线性回归算法用于使用HTE数据的预测建模.

主要成果:

  • 随机森林算法在预测反应产量方面显著优于线性回归.
  • 即使在训练数据集稀疏的情况下,ML模型也表现出强大的性能.
  • 获得了成功的样本外预测,验证了模型的通用性.

结论:

  • 机器学习,特别是随机森林,可以准确预测合成反应的性能.
  • 这种方法对于导航多维化学空间和优化反应具有价值.
  • 基于机器学习的预测可以加速新合成方法的采用和开发.