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Updated: Mar 15, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Mild behavioral impairment: Ethical, methodological and clinical reflections
Marco Canevelli1, Alessandro Blasimme2, Nicola Vanacore3
1Memory Clinic, Department of Neurology and Psychiatry, "Sapienza" University of Rome, Italy.
Abstract:
The concept of "mild behavioral impairment" (MBI) has been recently introduced and tentatively operationalized. The rationale supporting the need of such novel construct is that neuropsychiatric symptoms (NPS), even when they do not configure major psychiatric disorders, may still constitute early manifestations of neurodegenerative diseases, potentially anticipating the onset of dementia. The conception of MBI as a potential pre-dementia phenotype is surely of interest because posing special attention to neuropsychiatric symptoms and their negative implications. Nevertheless, several issues should be carefully considered in the definition of MBI and are discussed in the present Commentary.
Insights
Mild behavioral impairment (MBI) may signal early neurodegenerative disease before dementia onset. This commentary examines key issues in defining MBI and its implications for neuropsychiatric symptoms.
Area of Science:
- Neuroscience
- Gerontology
- Psychiatry
Background:
- Mild behavioral impairment (MBI) is a novel construct proposed to capture neuropsychiatric symptoms (NPS) not meeting criteria for major psychiatric disorders.
- These NPS may represent early indicators of underlying neurodegenerative processes, potentially preceding the clinical manifestation of dementia.
- The concept of MBI is of significant interest for early detection and intervention in neurodegenerative diseases.
Purpose of the Study:
- To critically evaluate the definition and operationalization of mild behavioral impairment (MBI).
- To discuss the potential of MBI as a pre-dementia phenotype.
- To highlight areas requiring careful consideration in the conceptualization of MBI.
Main Methods:
- This is a commentary discussing existing literature and concepts.
- Analysis of the rationale and implications of the MBI construct.
- Identification of key issues and considerations for defining MBI.
Main Results:
- The construct of MBI is recently introduced and requires further refinement.
- MBI holds promise as an early marker for neurodegenerative diseases.
- Several conceptual and operational challenges need to be addressed for MBI.
Conclusions:
- The concept of MBI warrants attention as a potential indicator of preclinical neurodegeneration.
- Further research and consensus are needed to refine the definition and application of MBI.
- Understanding MBI is crucial for identifying individuals at risk for dementia and implementing timely interventions.
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