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Updated: Dec 1, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
[To screen or not to screen after age 75 ?]
Ana Vilas Boas1, Kevin Selby1, Jacques Cornuz1
1Centre universitaire de médecine générale et santé publique, Unisanté, 1011 Lausanne.
Individualized screening for older adults is crucial. Robust patients may benefit from screenings over age 75, while frail patients may not due to shorter life expectancy and time to benefit.
Area of Science:
- Geriatrics
- Preventive Medicine
- Health Policy
Background:
- The older population exhibits significant heterogeneity, with individuals varying in robustness, frailty, and dependency at similar ages.
- Standardized screening protocols may not be suitable for all elderly individuals due to diverse health statuses and life expectancies.
Purpose of the Study:
- To advocate for individualized screening decisions in elderly patients.
- To emphasize the importance of considering life expectancy, time to benefit (TTB), and patient preferences in screening guidelines.
Main Methods:
- This study is a conceptual analysis and literature review.
- It synthesizes evidence on the heterogeneity of aging and the principles of personalized medicine.
Main Results:
- Robust elderly patients with longer life expectancies may benefit from certain cancer screenings beyond age 75.
- Frail or dependent patients with shorter life expectancies may not benefit from the same screenings if their life expectancy is less than the TTB.
Conclusions:
- Screening decisions for older adults must be personalized, integrating remaining life expectancy, TTB, and patient values.
- Medical encounters provide opportunities to discuss preferences, define care goals, and plan for advanced care, optimizing screening strategies.
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