{Improving|Enhancing} machine {learning|studying|understanding|finding out|mastering} {performance|overall performance|efficiency|functionality} on {small|little|tiny|modest|smaller|compact} chemical reaction {data|information} with unsupervised contrastive pretraining

Machine {learning|studying|understanding|finding out|mastering} (ML) {methods|techniques|strategies|approaches|procedures|solutions} have {great|fantastic|excellent|wonderful|good|terrific} {potential|possible|prospective} to transform chemical discovery by accelerating the exploration of chemical space and drawing scientific insights from {data|information}. {However|Nevertheless|Nonetheless|Even so|On the other hand|Having…

Transition Metal Catalyst {Free|Totally free|Free of charge|Cost-free|Absolutely free|No cost} Cross-Coupling Reaction of Tertiary Propargylic Alcohols with Hetero-Areneboronic Acids

We report a perfluorophenylboronic acid catalyzed cross coupling reaction of tertiary propargylic alcohols and hetero-areneboronic acids for {valuable|beneficial|useful|worthwhile|precious|important} benzothiophene and cyclopentaindene derivates. This coupling reaction proceeds {efficiently|effectively} {with a|having a|using…

Monitoring Catalytic 2-Propanol Oxidation {over|more than} Co3O4 Nanowires {via|by way of|through|by means of} In Situ Photoluminescence Spectroscopy

Spectroscopic {methods|techniques|strategies|approaches|procedures|solutions} enabling real-time monitoring of dynamic surface processes are a prerequisite for identifying how a catalyst triggers a chemical reaction. We present an in situ photoluminescence spectroscopy {approach|method|strategy} for…