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Updated: Nov 18, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Subtle Changes in Medication-taking Are Associated With Incident Mild Cognitive Impairment
Katherine E Dorociak1, Nora Mattek2,3, John E Ferguson4,5
1Palo Alto VA Health Care System, Palo Alto, CA.
Older adults who transitioned to mild cognitive impairment (MCI) showed delayed and more variable medication-taking habits. This unobtrusive monitoring can detect early signs of cognitive decline in daily living activities.
Area of Science:
- Gerontology
- Neuroscience
- Cognitive Science
Background:
- Medication adherence is a crucial daily activity for older adults.
- Mild cognitive impairment (MCI) significantly impacts daily living activities, including medication management.
- Current clinical tools struggle to accurately measure medication-taking changes associated with cognitive decline.
Purpose of the Study:
- To investigate medication-taking patterns in older adults transitioning from normal aging to MCI.
- To assess the utility of in-home, unobtrusive monitoring for detecting early cognitive changes.
Main Methods:
- A prospective longitudinal study followed 64 cognitively intact older adults (mean age 85.5 years) for 2.3 years.
- Instrumented pillboxes tracked daily, weekly, and monthly medication-taking metrics.
- Nine participants transitioned to MCI during the study period.
Main Results:
- Participants who developed MCI opened pillboxes later (19 min/month) and showed increased day-to-day variability (4 min/month) compared to stable participants.
- These medication-taking changes were evident before and after MCI diagnosis.
- Statistical significance was observed for both later pillbox opening (P<0.001) and increased variability (P=0.003).
Conclusions:
- Individuals transitioning to MCI exhibit altered medication-taking behaviors, characterized by delays and increased variability.
- Unobtrusive, in-home monitoring of medication adherence is an ecologically valid method for identifying early functional changes indicative of MCI.
- This approach offers a promising tool for early detection and intervention in cognitive decline.
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