Serious mental illnesses (SMI) take a tremendous toll on individuals, their friends and family, and society as a whole. SMI such as schizophrenia, bipolar disorder, and major depressive disorder contribute to poverty, unemployment, and homelessness, and can lead to hospitalization and suicide. Predicting when intensive intervention is needed in individual cases is a major unmet mental healthcare need.