Related Experiment Video
Updated: Sep 20, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Performance of Claims-based Alzheimer's Disease and Related Dementias Algorithms in Medicare Advantage and
You Wu1, Chan Mi Park1,2, Xiecheng Chen1
1Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA, USA.
Background:
Evidence comparing the performance of claims-based dementia algorithms across Medicare Advantage (MA) and fee-for-service (FFS) populations remains limited. We evaluated the validity of two claims-based algorithms across MA and FFS populations.
Methods:
We used nationally representative, linked National Health and Aging Trends Study (NHATS)-Medicare data to identify community-dwelling participants with continuous enrollment in MA or FFS during Round 7 (2017; n = 5,018), Round 9 (2019; n = 4,018), and Round 11 (2021-2022; n = 3,086). Using NHATS probable dementia as reference standard, we validated the Bynum-Standard and Chronic Condition Warehouse (CCW) dementia algorithms across three time points.
Results:
Overall, both algorithms demonstrated comparable performance in MA and FFS populations, with high specificity (>97.9%) and negative predictive value [NPV] (>92.9%). The Bynum algorithm showed similar sensitivity between MA and FFS in Rounds 7 (30.2% vs. 29.1%) and 11 (25.6% vs. 23.9%), but lower sensitivity in MA for Round 9 (25.0% vs. 36.4%). Positive predictive value [PPV] was similar between MA (62.7%-70.6%) and FFS (62.1%-70.4%) across all rounds. The CCW algorithm demonstrated greater MA-FFS differences, with lower sensitivity in MA for Rounds 9 (30.8% vs. 46.9%) and 11 (35.0% vs. 49.3%) and similar sensitivity for Round 7 (40.4% vs. 42.2%). PPV varied across rounds in both MA and FFS [(Round 7: 76.3% vs. 71.2%) to (Round 11: 68.5% vs. 76.4%)]. Both algorithms identified participants with more severe dementia.
Conclusion:
Claims-based dementia algorithms demonstrate broadly consistent performance in MA and FFS populations, with high specificity and moderate PPV but comparable or lower sensitivity in MA, informing case ascertainment across Medicare plan type.
Related Concept Videos
Alzheimer's Disease: Overview
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ and tau...
Alzheimer's Disease: Treatment
Dementia
The progression of dementia is generally gradual.
Health Information Technology and Healthcare Information System
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Alzheimer Disease l: Introduction
