Before revision:  We demonstrate that our  embeddings encode nuanced relationships between periodicals as well as the complex disciplinary  structure of science, even allowing us to make cross-disciplinary analogies between periodicals.
After revision:  We demonstrate that our periodical embeddings encode nuanced relationships between periodicals as well as the complex disciplinary structure of science, even allowing us to make cross-disciplinary analogies between periodicals.