Of the past research which uses generative models for citation prediction, we believe LinkLDA is the only other system in which a source's prior citation probability plays any role in training the model.
we suspect that PrevCit-edSource was a good feature because our corpus was sufficiently large; had our corpus been much smaller, there might not have been enough data for this feature to provide any benefit.