Rosen Amy K, Loveland Susan A, Anderson Jennifer J, Hankin Cheryl S, Breckenridge James N, Berlowitz Dan R
Center for Health Quality, Outcomes and Economic Research, Bedford VAMC/Edith Nourse Rogers Memorial Veterans Hospital, MA 01730, USA.
Health Serv Res. 2002 Aug;37(4):1079-103. doi: 10.1034/j.1600-0560.2002.67.x.
To assess the performance of Diagnostic Cost Groups (DCGs) in explaining variation in concurrent utilization for a defined subgroup, patients with substance abuse (SA) disorders, within the Department of Veterans Affairs (VA).
A 60 percent random sample of veterans who used health care services during Fiscal Year (FY) 1997 was obtained from VA administrative databases. Patients with SA disorders (13.3 percent) were identified from primary and secondary ICD-9-CM diagnosis codes.
Concurrent risk adjustment models were fitted and tested using the DCG/HCC model. Three outcome measures were defined: (1) "service days" (the sum of a patient's inpatient and outpatient visit days), (2) mental health/substance abuse (MH/SA) service days, and (3) ambulatory provider encounters. To improve model performance, we ran three DCG/HCC models with additional indicators for patients with SA disorders.
To create a single file of veterans who used health care services in FY 1997, we merged records from all VA inpatient and outpatient files.
Adding indicators for patients with mild/moderate SA disorders did not appreciably improve the R-squares for any of the outcome measures. When indicators were added for patients with severe SA who were in the most costly category, the explanatory ability of the models was modestly improved for all three outcomes.
Modifying the DCG/HCC model with additional markers for SA modestly improved homogeneity and model prediction. Because considerable variation still remained after modeling, we conclude that health care systems should evaluate "off-the-shelf" risk adjustment systems before applying them to their own populations.
评估诊断成本组(DCG)在解释退伍军人事务部(VA)内特定亚组——物质滥用(SA)障碍患者的并发利用率差异方面的表现。
从VA行政数据库中获取了1997财年使用医疗服务的退伍军人的60%随机样本。通过ICD - 9 - CM初级和次级诊断代码识别出患有SA障碍的患者(占13.3%)。
使用DCG/HCC模型拟合并测试并发风险调整模型。定义了三个结果指标:(1)“服务天数”(患者住院和门诊就诊天数之和),(2)心理健康/物质滥用(MH/SA)服务天数,以及(3)门诊医疗服务提供者接触次数。为提高模型性能,我们运行了三个带有SA障碍患者附加指标的DCG/HCC模型。
为创建一个包含1997财年使用医疗服务的退伍军人的单一文件,我们合并了所有VA住院和门诊文件中的记录。
为轻度/中度SA障碍患者添加指标并未显著提高任何结果指标的决定系数。当为处于成本最高类别的重度SA患者添加指标时,所有三个结果的模型解释能力都有适度提高。
用SA的附加标记修改DCG/HCC模型适度提高了同质性和模型预测能力。由于建模后仍存在相当大的差异,我们得出结论,医疗保健系统在将“现成的”风险调整系统应用于自身人群之前应进行评估。