Comparison of COG annotation accuracy across simulated populations. Panels describe simulations with simple (A) and complex (B) sources of error. False negatives are COGs that were present in the ground-truth set but not called by a workflow. False positives are COGs that were called by a workflow but were not present in the ground-truth set.