The Cord-19 Topic Visualizer (CORToViz), a method and associated visualization tool for inspecting the CORD-19 textual corpus of scientific abstracts, is presented, based upon a careful selection of up-to-date technologies, resulting in an architecture for clustering articles along orthogonal dimensions and extraction techniques for temporal topic mining.