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Alejandro Caravaca Puchades

Alejandro Caravaca Puchades

Neurologist & Data Scientist · ALS Research · Real-World Evidence

I’m a neurologist and data scientist working at the intersection of clinical neurology and quantitative research, generating real-world evidence (RWE) on amyotrophic lateral sclerosis from disease registries and routine-care real-world data (RWD). My work spans epidemiology, biostatistics, and disease modelling — longitudinal analysis of disease progression, survival analysis, and the methodological discipline needed to draw regulatory-grade conclusions from messy observational data. I use R and Python to build reproducible analyses answering clinically relevant questions.

You can browse my publications, recent talks, the software I maintain, and occasional writing on ALS, data science, and statistics.

Recent

The multidimensionality problem

Essay
·1806 words·9 mins·#als #clinical-trials #outcome-measures #alsfrs-r
Most criticisms of the ALSFRS-R concern measurement noise or statistical misspecification; multidimensionality is different — it challenges whether the total score measures a single coherent quantity at all. This article lays out what unidimensionality means, the factor-analytic evidence against it, and why aggregating across domains may be masking real treatment effects.

ENCALS Meeting 2026

Talk
Participation in the ENCALS Meeting 2026 (Madrid) spanning an oral communication, three posters and a moderated session: a talk on moving from ALS registries to data-driven “digital phenotypes”; posters on the multidimensional structure of ALSFRS-R decline and what the total score costs trials, on residential air pollution (PM₁₀) as a modifier of functional progression, and on the dissociation between functional decline and quality of life; plus moderating the Epidemiology & Phenotyping session.