Well, but he's conditioning on "machine learning" already (the little caption on the histogram says "P(neural network | machine learning"), so that most likely filters out the straight neuroscience papers.
I think "solid foundation in statistics" refers to the fact that LDA has a proper generative model of documents and topics, while LSA doesn't -- so that it's easier to reason about LDA and to build more complex models on top of it.