ArticleScientific reports2022
Discovery and classification of complex multimorbidity patterns: unravelling chronicity networks and their social profiles.
Article in Scientific reports, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 1 of them a synthesis that pooled it.
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Who cites it
15 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Social determinants of multimorbidity patterns: A systematic review.Frontiers in public health · 2023Pooled it
- Multiple Chronic Conditions and Multimorbidity Among Older Adults in Southern Albania: Distribution and Impact on Care Needs, Medication Adherence, and Quality of Life.Healthcare (Basel, Switzerland) · 2026Article
- The structural roots of multimorbidity: social inequalities, health disparities, and systemic challenges in Southern Spain.International journal for equity in health · 2026Article
- Population-level analysis of chronic disease multimorbidity at older ages across time using mixed graphical models.Archives of public health = Archives belges de sante publique · 2026Article
- Identification of Drug-Related Problems and Assessment of Health-Related Quality of Life in Elderly Multimorbid Inpatients with Stroke.Integrated pharmacy research & practice · 2026Article
- Multimorbidity profile among cancer-related hospitalization events in younger and older patients: a large-scale nationwide cross-sectional study.Lancet regional health. Americas · 2026Article
- The impact of osteoarthritis and geriatric depression scale on mini-mental state examination trajectories over seven years.European journal of ageing · 2025Article
- Multivariate Patterns in Mental Health Burden and Psychiatric Resource Allocation in Europe: A Principal Component Analysis.Healthcare (Basel, Switzerland) · 2025Article
- Multimorbidity as a driver of heart diseases risk among low socioeconomic older adults population in India.Scientific reports · 2025Article
- Temporal multimorbidity patterns and cluster identification: a longitudinal analysis of administrative data.BMC medicine · 2025Article
- Explore the Overall Benefit Index and its correlation with item difficulty among dysphagia-related syndromes in the ICF framework.European journal of physical and rehabilitation medicine · 2025Article
- Understanding multimorbidity: insights with graphical models.BMC medical research methodology · 2025Article
- Uncovering bridging diseases in complex multimorbidity pathways: A network science approach.PloS one · 2025Article
- Article
- Chronic diseases and multimorbidity patterns, their recent onset, and risk of new-onset Parkinson's disease and related functional degeneration in older adults: a prospective cohort study.EClinicalMedicine · 2023Article
Corrections and comments
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Authors and funding
2 authors.
Funding
Abstract
Multimorbidity can be defined as the presence of two or more chronic diseases in an individual. This condition is associated with reduced quality of life, increased disability, greater functional impairment, increased health care utilisation, greater fragmentation of care and complexity of treatment, and increased mortality. Thus, understanding its epidemiology and inherent complexity is essential to improve the quality of life of patients and to reduce the costs associated with multi-pathology. In this paper, using data from the European Health Survey, we explore the application of Mixed Graphical Models and its combination with social network analysis techniques for the discovery and classification of complex multimorbidity patterns. The results obtained show the usefulness and versatility of this approach for the study of multimorbidity based on the use of graphs, which offer the researcher a holistic view of the relational structure of data with variables of different types and high dimensionality.
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