The shooting of Raul de la Cruz in the Bronx has renewed the debate over whether police officers are equipped to respond to people in emotional distress.

Police department leaders across the country bill the specialty squads as “elite” units of officers sent into neighborhoods as a direct response to an increase in specific crimes, often ...