“…Predictor variables were selected using a priori knowledge. Notably, the majority of clinical variables selected were related to psychiatric comorbidities (Almeida et al, 2012; Bhui et al, 2012; Blackmore et al, 2008; Blanco et al, 2012; Bostwick and Pankratz, 2000; Bottlender et al, 2000; de Araújo et al, 2015; Foley et al, 2006; Galfalvy et al, 2006; Goes et al, 2012; Goldstein et al, 2012; Gonzalez-Pinto et al, 2006; Holma et al, 2014; Isometsä et al, 2014; Johnson et al, 1991; Katz et al, 2011; Lenze et al, 2000; Morina et al, 2013; Neves et al, 2009; Oquendo et al, 2010; Schaffer et al, 2014a, 2014b; Simon et al, 2004; Soloff et al, 2000; Stein, 2006; Torres et al, 2011; Webb et al, 2014), given the recent findings that effects of mental disorders on the risk of suicide attempt were exerted almost exclusively through a general psychopathology factor representing the shared effect across all mental disorders (Hoertel et al, 2015). As a result, we implemented a set of algorithms that are able to integrate the information from multiple variables to subsequently identify an individual patient's probability or risk of being a suicide attempter.…”