ArticleDiagnostics (Basel, Switzerland)2026
Integrating the Hospital Frailty Risk Score into Explainable Machine Learning to Predict Mortality in Older Adults with Pneumonia: A Chilean Population-Based Study.
Yeny Concha-Cisternas, Eduardo Guzmán-Muñoz, Manuel Vásquez-Muñoz, Claudia Troncoso-Pantoja, Lincoyán Fernández-Huerta, Rodrigo Olivares, Exal Garcia-Carrillo, Iván Molina-Marquez, Jorge Leschot Gatica, Rodrigo Yañez-Sepúlveda
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In one paragraphArticle in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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2 · The registryThe trial behind it
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5 · Who and what moneyAuthors and funding
10 authors.
Yeny Concha-CisternasEscuela de Kinesiología, Facultad de Salud, Universidad Santo Tomás, Talca 3460000, Chile.
Eduardo Guzmán-MuñozEscuela de Fonoaudiología, Facultad de Ciencias de la Salud, Universidad Autónoma de Chile, Talca 3460000, Chile.ORCID 0000-0001-7001-9004 Manuel Vásquez-MuñozCenter for Health Data Observation and Analysis (CADS), School of Medicine and Health Sciences, Universidad Mayor, Santiago 8580745, Chile.ORCID 0000-0002-8409-6526 Claudia Troncoso-PantojaCentro de Investigación en Educación y Desarrollo (CIEDE-UCSC), Departamento de Salud Pública, Facultad de Medicina, Universidad Católica de la Santísima Concepción, Concepción 4030000, Chile.ORCID 0000-0002-8433-5750 Lincoyán Fernández-HuertaEscuela de Kinesiología, Facultad de Ciencias de la Rehabilitación y Calidad de Vida, Universidad San Sebastián, Concepción 4030000, Chile.ORCID 0000-0002-3853-6439 Rodrigo OlivaresEscuela de Ingeniería Informática, Universidad de Valparaíso, Valparaíso 2340000, Chile.ORCID 0000-0003-0582-954X Exal Garcia-CarrilloDepartment of Physical Activity Sciences, Faculty of Education Sciences, Universidad Católica del Maule, Talca 3480112, Chile.ORCID 0000-0001-6190-938X Iván Molina-MarquezPedagogía en Educación Física, Facultad de Educación, Universidad Adventista de Chile, Chillán 3780000, Chile.ORCID 0000-0001-6003-5107 Jorge Leschot GaticaEscuela de Ciencias de la Actividad Física, Facultad de Salud y Ciencias Sociales, Universidad de las Américas, Concepción 4030000, Chile.ORCID 0000-0002-0070-0475 Rodrigo Yañez-SepúlvedaFacultad de Educación y Humanidades, Escuela de Ciencias del Deporte, Universidad Andres Bello, Viña del Mar 2200055, Chile.ORCID 0000-0002-9311-6576 Funding
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6 · The paper itselfAbstract
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Indexed as
community-acquired pneumoniafrailtyhospital frailty risk scoremachine learningmortality prediction
Identifiers
PMID42196872
PMCPMC13205261
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