An introduction to articles published within the issue is presented, including one on the applications of machine learning in suicide research and clinical practice, another on the near-term risk factors for suicide and the phenomenology of an acute suicidal crisis, and another on an examination of an instrument designed to measure the severity of suicidal behavior via self-poisoning.