Materials informatics and autonomous experimentation are transforming the discovery of organic molecular crystals. This review presents an integrated molecule–crystal–function–optimization workflow combining machine learning, crystal structure prediction, and Bayesian optimization with robotic platforms.
Takuya Taniguchi +2 more
wiley +1 more source
Multicatalysis-Enabled Multicomponent Reactions Generate a PTP1B Inhibitor. [PDF]
Shi T +8 more
europepmc +1 more source
Exploring the Chemistry of the Mechanical Bond: Synthesis of a [2]Rotaxane through Multicomponent Reactions. [PDF]
Saura-Sanmartin A +4 more
europepmc +1 more source
Prediction‐Guided Two‐Step Solid‐State Exploration of Unknown Pseudo‐Ternary Oxides
Prediction‐guided selection combined with two‐step solid‐state exploration enables efficient search of unknown pseudo‐ternary oxides. Broad robotic slurry screening followed by manual single‐phase isolation leads to the discovery of a new oxide, Ba5SnV6O22, showing how data‐guided experiments connect unexplored composition regions to new materials ...
Hiroyuki Hayashi
wiley +1 more source
State-of-the-art transition metal-catalyzed approaches to quinoline frameworks <i>via</i> multicomponent reactions. [PDF]
Kazemi M +7 more
europepmc +1 more source
This research demonstrates that the combination of domain knowledge–based multiple regression, multi‐objective Bayesian optimization, and generative models is a suitable prediction tool for candidates of high refractive index polymers, even with the constraints in the model trained on limited data. The experimental validation can reproduce the proposed
Takuya Yokoo +3 more
wiley +1 more source
Correction: Aryl glyoxal: a prime synthetic equivalent for multicomponent reactions in the designing of oxygen heterocycles. [PDF]
Sheikh AR, Arif A, Khan MM.
europepmc +1 more source
Recent advances in TiO2 modification strategies: structure regulation and composite engineering for improved activity and functionality. TiO2 has emerged as a pivotal catalyst for enhancing MgH2, a high‐capacity solid‐state hydrogen storage material, owing to its structural versatility.
Xiaopeng Chu +10 more
wiley +1 more source
Green synthesis and theoretical study of novel biological active naphthyridine <i>via</i> multicomponent reactions employing ZnO/SiO<sub>2</sub>/Fe<sub>3</sub>O<sub>4</sub> as effective magnetic nanocomposite. [PDF]
Sheikholeslami-Farahani F +3 more
europepmc +1 more source
Accelerating Drug Discovery: Synthesis of Complex Chemotypes via Multicomponent Reactions. [PDF]
Buskes MJ +4 more
europepmc +1 more source

