RESEARCH GROUPS

Projects

• Arquitectura normalizada de datos clinicos para la generacion de infobancos y su uso secundario en investigacion tecnologica - CAMAMA-4

  Funding entity: (2022 - 2023)

• Caracterizacion clinica de la infeccion por COVID-19. Estratificacion pronostica y complicaciones

  Funding entity: (2022 - 2023)

• Genomic Data Infrastructure (GDI)

  Funding entity: (2022)

• Infobanco para uso secundario de bases de datos basado en estandares de tecnologia y conocimiento: implementacion y evaluacion de un infobanco de salud para CoRIS-smartPITES

  Funding entity: (2022 - 2023)

• Reglas de Asociación en la Investigación de Enfermedades de Especial Interés (RAICES)

  Funding entity: (2022)

Recent publications

• Sánchez-de-Madariaga R, Pascual Carrasco M, Muñoz Carrero A. Top-Weighted Structural Analysis of Ordered List Averaging for Medical Knowledge Extraction. Mathematics. 2026 07;14:2610. doi:10.3390/math14142610.

• Sánchez-de-Madariaga R, Pascual Carrasco M, Muñoz Carrero A. A Methodology to Extract Knowledge from Datasets Using ML. Mathematics. 2025 05;13:1807. doi:10.3390/math13111807.

• Gandarillas MÁ, Sánchez-de-Madariaga R, Muñoz-Carrero A, Goswami N. Delphi Assessment of Home-Based Digital Healthcare for Aging Patients: A Biopsychosocial Perspective.. Clin Interv Aging. 2025 ;20:1455. doi:10.2147/CIA.S525246. Epub 2025 Sep 02. pmc:PMC12413830. PMID:40919093.

• Araujo L, Martinez-Romo J, Bisbal O, Sanchez-de-Madariaga R; Cohort of the National AIDS Network (CoRIS). Discovering HIV related information by means of association rules and machine learning. Sci Rep. 2022 Oct; 12(1):18208. doi:10.1038/s41598-022-22695-y. Epub 2022 Oct 28. pmc:PMC9616424. PMID:36307506.

• Sánchez-de-Madariaga R, Martinez-Romo J, Escribano JMC, Araujo L. Semi-supervised incremental learning with few examples for discovering medical association rules. BMC Med Inform Decis Mak. 2022 01; 22(1):20. doi:10.1186/s12911-022-01755-3. Epub 2022 Jan 24. pmc:PMC8785547. PMID:35073885.

• Garcia-Gutiérrez S, Esteban-Aizpiri C, Lafuente I, Barrio I, Quiros R, Quintana JM, Uranga A; COVID-REDISSEC Working Group. Machine learning-based model for prediction of clinical deterioration in hospitalized patients by COVID 19. Sci Rep. 2022 May; 12(1):7097. doi:10.1038/s41598-022-09771-z. Epub 2022 May 02. pmc:PMC9059444. PMID:35501359.