Hedden Sarra L., Bose Jonaki, Gfroerer Joseph C., Lipari Rachel N.
The Substance Abuse and Mental Health Services Administration (SAMHSA) has produced national and State estimates of mental illness among adults using its National Survey on Drug Use and Health (NSDUH) since 2008. These model based estimates were based on the 2008 Mental Health Surveillance Study (MHSS); however, given additional years of MHSS data collection, SAMHSA was able to improve to the methods used to produce these estimates. This report summarizes the prediction model of serious mental illness (SMI) that was developed from the clinical subsample of respondents in 2008 and describes how the 2011 NSDUH SMI estimates were revised based on an expanded clinical subsample of about 5,000 completed clinical assessments. While the 2008 model included two predictors (i.e., short scales of psychological distress and impairment), a new model was identified that improved the two-predictor 2008 model by adding three more predictors based on the respondent's age, past year thoughts of suicide, and past year depression. SAMHSA found that estimates based on the improved methods are more similar to the clinical data than estimates based on the 2008 methods, including estimates by age group. Thus, revising the weights and adding new predictors to the model produced more accurate estimations of mental illness.
自2008年以来,药物滥用和精神健康服务管理局(SAMHSA)利用其全国药物使用和健康调查(NSDUH)得出了成年人精神疾病的全国和各州估计数据。这些基于模型的估计数据是依据2008年精神健康监测研究(MHSS)得出的;然而,鉴于MHSS收集了更多年份的数据,SAMHSA得以改进用于得出这些估计数据的方法。本报告总结了从2008年调查对象的临床子样本中开发出的严重精神疾病(SMI)预测模型,并描述了2011年NSDUH的SMI估计数据是如何基于约5000份完整临床评估的扩大临床子样本进行修订的。2008年的模型包含两个预测指标(即心理困扰和功能损害的简短量表),而新确定的模型在2008年双预测指标模型的基础上进行了改进,增加了基于调查对象年龄、过去一年自杀念头和过去一年抑郁情况的另外三个预测指标。SAMHSA发现,与基于2008年方法得出的估计数据相比,包括按年龄组得出的估计数据,基于改进方法得出的估计数据与临床数据更为相似。因此,修订权重并在模型中添加新的预测指标能更准确地估计精神疾病。