I suspect that the more successful recommendation algorithms do encourage variation. If I were doing this, I may want to suggest some songs that we're confiden

I suspect that the more successful recommendation algorithms do encourage variation. If I were doing this, I may want to suggest some songs that we're confident that the user will like along with some songs that the user may like based on one musical attribute and not the rest (e.g. ambient, but a different genre).