Benchmarking parametric models of disease progression for early detection of cognitive decline

Parametric DPMs based solely on neuropsychological measures can effectively support early detection and prognosis of cognitive decline. Leaspy showed the best overall performance, while RPDPM proved more resilient to missing data. These models enable individualized disease timelines and can inform clinical decision-making and patient stratification. All code and data used are publicly available, facilitating reproducibility and clinical translation.

Authors

Institutions

Publication Details

Journal
Computer Methods and Programs in Biomedicine
Published
2025-11-13
DOI
https://doi.org/10.1016/j.cmpb.2025.109162
Citations
1
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
1.47
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Benchmarking parametric models of disease progression for early detection of cognitive decline

Carlos Platero, José M. Bengoa
1 citations
Computer Methods and Programs in Biomedicine
Dementia and Cognitive Impairment Research
1.47
article

Benchmarking parametric models of disease progression for early detection of cognitive decline

Carlos Platero, José M. Bengoa
article en
1 citations

Abstract

Parametric DPMs based solely on neuropsychological measures can effectively support early detection and prognosis of cognitive decline. Leaspy showed the best overall performance, while RPDPM proved more resilient to missing data. These models enable individualized disease timelines and can inform clinical decision-making and patient stratification. All code and data used are publicly available, facilitating reproducibility and clinical translation.

Computer Methods and Programs in BiomedicineVol. 274
Universidad Politécnica de Madrid (ES)
Openalex Percentile: Top 14%
Dementia and Cognitive Impairment Research
1.47
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.