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Updated: Mar 19, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Two-stage screening for early dementia in primary care
Ellen Grober1, Wenzhu Bi Mowrey2, Amy R Ehrlich3
1a Department of Neurology , Albert Einstein College of Medicine and Montefiore Medical Center , Bronx , NY , USA.
Informant-based screening (IBS) is more specific than patient-based screening (PBS) for detecting dementia in primary care. This improved accuracy makes IBS the preferred method when a knowledgeable informant is available for dementia case-finding.
Area of Science:
- Geriatrics
- Neurology
- Primary Care Medicine
Background:
- Undiagnosed dementia is prevalent in urban primary care settings.
- Screening for dementia is crucial for early intervention and management.
- Diverse patient populations, including minority and low-education communities, require tailored screening approaches.
Purpose of the Study:
- To compare the effectiveness of two-stage patient-based screening (PBS) and informant-based screening (IBS) for dementia detection.
- To evaluate the sensitivity and specificity of PBS and IBS in a diverse urban primary care population.
- To determine the optimal screening strategy for identifying previously undiagnosed dementia cases.
Main Methods:
- A two-stage screening process involving PBS and IBS was conducted on 257 patients in an urban primary care clinic.
- PBS included cognitive tests assessing memory, semantic memory, and executive function.
- IBS utilized the short Informant Questionnaire on Cognitive Decline in the Elderly, administered to a family member or friend.
- Dementia diagnosis was confirmed using DSM-IV criteria.
Main Results:
- 66 patients (25.7%) were diagnosed with previously undiagnosed dementia.
- Both PBS and IBS demonstrated equal sensitivity (77%) for dementia detection.
- Informant-based screening (IBS) exhibited higher specificity (92%) compared to patient-based screening (PBS) (83%).
Conclusions:
- Two-stage screening strategies, either PBS or IBS, can improve dementia case-finding in primary care.
- Informant-based screening (IBS) is the preferred strategy due to its higher specificity when a knowledgeable informant is accessible.
- Effective dementia screening is vital for addressing the high prevalence of unrecognized dementia in primary care settings.
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