This repository hosts the code to reproduce results of the following paper: H. Peng, Q. Ke, C. Budak, D.M. Romero, Y.Y. Ahn Neural Embeddings of Scholarly Periodicals Reveal Complex Disciplinary Organizations Science Advances 7, eabb9004 (2021)