“…Several of the strongest predictors in ML studies are well-known risk factors for suicide, such as previous suicide attempts, previous hospitalizations, and severity of depression [ 28 , 38 , 51 , 89 , 91 , 94 , 96 , 99 ]. Moreover, the presence of psychosis and a higher amount of pharmacological treatments, especially antipsychotics, resulted to be highly predictive features in many investigations [ 4 , 63 , 64 , 91 , 100 , 101 ]. Interestingly, also presence of psychiatric comorbidities was one of the most valuable predictive features, in particular substance or alcohol use disorders [ 57 , 61 , 71 , 72 , 92 ].…”