In an unsupervised setting, there is no reason f-LDA would actually infer parameters corresponding to the three factors we have been describing.
the forums include metadata that can help guide the model: the messages are organized into forums corresponding to drug type (factor 1), and some threads  are tagged with labels corresponding to routes of administration and other aspects (factors 2 and 3).