A machine learning approach for a multidimensional analysis of functional phenotype allows for a better measurement of dementia and its severity

Our results show that the Ch-MFA achieves better results than a unidimensional assessment. Interestingly, functional dimensions that distinguish types of dementia differed from those that predict their severity. Our results suggest that a multidimensional phenotype may better reflect the specificity of dementia subtypes.

Authors

Institutions

Publication Details

Journal
Alzheimer s & Dementia
Published
2025-12-01
DOI
https://doi.org/10.1002/alz70857_107014
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A machine learning approach for a multidimensional analysis of functional phenotype allows for a better measurement of dementia and its severity

C. Gascón Muñoz, G. Farías, Patricia Lillo, Diego Bustamante‐Paytan et al.
Alzheimer s & Dementia
Dementia and Cognitive Impairment Research
article

A machine learning approach for a multidimensional analysis of functional phenotype allows for a better measurement of dementia and its severity

C. Gascón Muñoz, G. Farías, Patricia Lillo, Diego Bustamante‐Paytan, Cecilia González Campo, Belén Custodio, Andrea Z. Slachevsky, Carmen Domı́nguez, Mauricio Cerda, Álvaro Gallardo, Nilton Custodio, Rosa Montesinos
article en

Abstract

Our results show that the Ch-MFA achieves better results than a unidimensional assessment. Interestingly, functional dimensions that distinguish types of dementia differed from those that predict their severity. Our results suggest that a multidimensional phenotype may better reflect the specificity of dementia subtypes.

Alzheimer s & DementiaVol. 21(S3)
Universidad del Desarrollo (CL), Consejo Nacional de Investigaciones Científicas y Técnicas (AR), University of San Andrés (AR), Hospital del Salvador (CL), Instituto de Neurología Cognitiva (AR), Hospital Clínico de la Universidad de Chile (CL), Institute of Peruvian Studies (PE), Instituto de Neurociencia Biomédica (CL), Center for Climate and Resilience Research (CL), University of Chile (CL)
Reduced inequalities
Openalex Percentile: Top 33%
Dementia and Cognitive Impairment Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

A machine learning approach for a multidimensional analysis of functional phenotype allows for a better measurement of dementia and its severity — C. Gascón Muñoz, G. Farías, et al. · Alzheimer s & Dementia (2025) | TGRS Research Map | TGRS