Hybrid machine learning approach to predict the site selectivity of iridium-catalyzed arene borylation

E Caldeweyher, M Elkin, G Gheibi… - Journal of the …, 2023 - ACS Publications
The borylation of aryl and heteroaryl C–H bonds is valuable for the site-selective
functionalization of C–H bonds in complex molecules. Iridium catalysts ligated by bipyridine …

Data science-enabled palladium-catalyzed enantioselective aryl-carbonylation of sulfonimidamides

L van Dijk, BC Haas, NK Lim, K Clagg… - Journal of the …, 2023 - ACS Publications
New methods for the general asymmetric synthesis of sulfonimidamides are of great interest
due to their applications in medicinal chemistry, agrochemical discovery, and academic …

Paving the road towards automated homogeneous catalyst design

AV Kalikadien, A Mirza, AN Hossaini… - …, 2024 - Wiley Online Library
In the past decade, computational tools have become integral to catalyst design. They
continue to offer significant support to experimental organic synthesis and catalysis …

Predicting success in Cu-catalyzed C–N coupling reactions using data science

MH Samha, LJ Karas, DB Vogt, EC Odogwu… - Science …, 2024 - science.org
Data science is assuming a pivotal role in guiding reaction optimization and streamlining
experimental workloads in the evolving landscape of synthetic chemistry. A discipline-wide …

Automated transition metal catalysts discovery and optimisation with AI and Machine Learning

S Mace, Y Xu, BN Nguyen - ChemCatChem, 2024 - Wiley Online Library
Significant progress has been made in recent years in the use of AI and Machine Learning
(ML) for catalyst discovery and optimisation. The effectiveness of ML and data science …

Catalyst-controlled enantioselective and regiodivergent addition of aryl boron nucleophiles to N-alkyl nicotinate salts

KG Ortiz, JJ Dotson, DJ Robinson… - Journal of the …, 2023 - ACS Publications
Dihydropyridines are versatile building blocks for the synthesis of pyridines,
tetrahydropyridines, and piperidines. Addition of nucleophiles to activated pyridinium salts …

It Is Not All about the Ligands: Exploring the Hidden Potentials of tBu3P through Its Oxidative Addition Complex as the Precatalyst

YN Timsina, G Xu, TJ Colacot - ACS Catalysis, 2023 - ACS Publications
A series of oxidative addition complexes with a general formula (t Bu3P) Pd (Ar) X, as a
class of precatalysts, were synthesized for challenging Suzuki–Miyaura coupling involving …

Reaction-Agnostic Featurization of Bidentate Ligands for Bayesian Ridge Regression of Enantioselectivity

AA Schoepfer, R Laplaza, MD Wodrich, J Waser… - ACS …, 2024 - ACS Publications
Chiral ligands are important components in asymmetric homogeneous catalysis, but their
synthesis and screening can be both time-consuming and resource-intensive. Data-driven …

Ligand-Based Principal Component Analysis Followed by Ridge Regression: Application to an Asymmetric Negishi Reaction

HR Kelly, S Sreekumar, V Manee, AE Cuomo… - ACS …, 2024 - ACS Publications
In this study, we introduce an approach for predicting the enantioselectivity of P-chiral
monophosphorus ligands from ligand-based descriptors that can be applied to catalytic …

Deconvoluting Nonlinear Catalyst–Substrate Effects in the Intramolecular Dirhodium-Catalyzed C–H Insertion of Donor/Donor Carbenes Using Data Science Tools

LW Souza, BR Miller, RC Cammarota, A Lo… - ACS …, 2023 - ACS Publications
Interactions between catalysts and substrates can be highly complex and dynamic, often
complicating the development of models to either predict or understand such processes. A …