I only skimmed it (which is more than I like doing with gwern articles) but:
The base-rate predictor got 65% right by definition, the logistic managed to score 68% correct (bootstrap20 95% CI: 66-72%), and the random forest similarly got 68% (67-78%).
which doesn't really sound all that great.