Validation of Claims Algorithms to Identify Alzheimer's Disease and Related Dementias

被引:80
作者
McCarthy, Ellen P. [1 ,2 ]
Chang, Chiang-Hua [3 ,4 ]
Tilton, Nicholas [3 ]
Kabeto, Mohammed U. [3 ,5 ]
Langa, Kenneth M. [3 ,4 ,5 ,6 ]
Bynum, Julie P. W. [3 ,4 ]
机构
[1] Hebrew SeniorLife, Hinda & Arthur Marcus Inst Aging Res, Boston, MA USA
[2] Harvard Med Sch, Beth Israel Deaconess Med Ctr, Dept Med, Div Gerontol, Boston, MA 02115 USA
[3] Univ Michigan, Dept Internal Med, Med Sch, Ann Arbor, MI 48109 USA
[4] Univ Michigan, Inst Healthcare Policy & Innovat, Ann Arbor, MI 48109 USA
[5] Univ Michigan, Inst Social Res, Ann Arbor, MI 48109 USA
[6] Vet Affairs Ctr Clin Management Res, Ann Arbor, MI USA
来源
JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES | 2022年 / 77卷 / 06期
基金
美国国家卫生研究院;
关键词
Accuracy; Algorithm; Dementia; Diagnosis; Medicare; HEALTH-CARE DATA; MEDICARE CLAIMS; PREVALENCE; ACCURACY; DEMOGRAPHICS; DISPARITIES; IMPACT; RISK; TOOL;
D O I
10.1093/gerona/glab373
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Background Using billing data generated through health care delivery to identify individuals with dementia has become important in research. To inform tradeoffs between approaches, we tested the validity of different Medicare claims-based algorithms. Methods We included 5 784 Medicare-enrolled, Health and Retirement Study participants aged older than 65 years in 2012 clinically assessed for cognitive status over multiple waves and determined performance characteristics of different claims-based algorithms. Results Positive predictive value (PPV) of claims ranged from 53.8% to 70.3% and was highest using a revised algorithm and 1 year of observation. The tradeoff of greater PPV was lower sensitivity; sensitivity could be maximized using 3 years of observation. All algorithms had low sensitivity (31.3%-56.8%) and high specificity (92.3%-98.0%). Algorithm test performance varied by participant characteristics, including age and race. Conclusion Revised algorithms for dementia diagnosis using Medicare administrative data have reasonable accuracy for research purposes, but investigators should be cognizant of the tradeoffs in accuracy among the approaches they consider.
引用
收藏
页码:1261 / 1271
页数:11
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