Planning to apply complex algorithms known as "best" or "used by millions" to extract features from narrative notes? Before you do that, consider giving a try Text Nailing (read more in Communications of the ACM and in Wikipedia). You may find that both your micro-average and macro-average F-scores get closer to 1.0.