Center for Statistical Consultation and Research, 3555 Rackham, University of Michigan, Ann Arbor, MI 48109-1070, USA.
BMC Health Serv Res. 2012 Jan 23;12:18. doi: 10.1186/1472-6963-12-18.
Observational research frequently uses administrative codes for mental health or substance use diagnoses and for important behaviours such as suicide attempts. We sought to validate codes (International Classification of Diseases, 9th edition, clinical modification diagnostic and E-codes) entered in Veterans Health Administration administrative data for patients with depression versus a gold standard of electronic medical record text ("chart notation").
Three random samples of patients were selected, each stratified by geographic region, gender, and year of cohort entry, from a VHA depression treatment cohort from April 1, 1999 to September 30, 2004. The first sample was selected from patients who died by suicide, the second from patients who remained alive on the date of death of suicide cases, and the third from patients with a new start of a commonly used antidepressant medication. Four variables were assessed using administrative codes in the year prior to the index date: suicide attempt, alcohol abuse/dependence, drug abuse/dependence and tobacco use.
Specificity was high (≥ 90%) for all four administrative codes, regardless of the sample. Sensitivity was ≤75% and was particularly low for suicide attempt (≤ 17%). Positive predictive values for alcohol dependence/abuse and tobacco use were high, but barely better than flipping a coin for illicit drug abuse/dependence. Sensitivity differed across the three samples, but was highest in the suicide death sample.
Administrative data-based diagnoses among VHA records have high specificity, but low sensitivity. The accuracy level varies by different diagnosis and by different patient subgroup.
观察性研究经常使用精神健康或物质使用诊断的行政代码,以及自杀等重要行为的行政代码。我们旨在验证退伍军人健康管理局(VHA)行政数据中用于诊断抑郁症患者的代码(国际疾病分类第 9 版临床修正诊断代码和 E 代码)相对于电子病历文本(“图表记录”)这一金标准的准确性。
从 1999 年 4 月 1 日至 2004 年 9 月 30 日期间 VHA 抑郁症治疗队列中,按地理位置、性别和队列入组年份,随机抽取了三个患者样本,每个样本均分层。第一个样本是从自杀死亡的患者中抽取的,第二个样本是从自杀病例死亡日期仍存活的患者中抽取的,第三个样本是从开始使用一种常用抗抑郁药物的患者中抽取的。在索引日期前一年,使用行政代码评估了四个变量:自杀企图、酒精滥用/依赖、药物滥用/依赖和烟草使用。
无论样本如何,所有四个行政代码的特异性均较高(≥90%)。敏感性均≤75%,自杀企图的敏感性尤其低(≤17%)。酒精依赖/滥用和烟草使用的阳性预测值较高,但对于非法药物滥用/依赖的预测值几乎与抛硬币相同。三个样本的敏感性不同,但在自杀死亡样本中最高。
VHA 记录中的基于行政数据的诊断具有较高的特异性,但敏感性较低。准确性水平因不同的诊断和不同的患者亚组而异。