“…Unlike general medicine, predicting Length-Of-Stay (LOS) in complex psychiatric disorders is difficult, because factors related to LOS are weakly associated or not known [1]. Researchers have expended considerable effort in predicting inpatient LOS for psychiatric patients; however, they have been unable to accurately codify this process using classical statistical analysis [2][3][4][5][6]. As a result, decision support tools to augment diagnosis and treatment are limited and, without these tools, the ability to effectively manage resources is subject to the vagaries of inexperience, system failure, including changing policies, inequities in resources and poor communication.…”