Machine learning may help predict diagnosis and outcome in consciousness disorders. Repeated behavioral assessments (CRS-R) and CRS-R at recording time must be reported. Outcome after one year is a potential candidate for a gold standard. Probabilistic, multi-class classifiers better match clinical requirements.