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Optimized explainable AI and digital twin for patient flow improvement in ICU during respiratory epidemics.

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Title: Optimized explainable AI and digital twin for patient flow improvement in ICU during respiratory epidemics.
Authors: Ortiz-Barrios M; Department of Productivity and Innovation, Universidad de la Costa CUC, Barranquilla, 080002, Colombia. mortiz1@cuc.edu.co., Arias-Fonseca S; Department of Productivity and Innovation, Universidad de la Costa CUC, Barranquilla, 080002, Colombia., Celani de Souza HJ; São Paulo State University - UNESP, R. Padre José Maria da Silva Ramos, 240 - Jardim das Colinas, São José dos Campos, SP, 12242-250, Brasil., Torres-Avila JF; Universidad Simón Bolívar, Facultad de Ciencias Básicas y Biomédicas, Centro de Investigaciones en Ciencias de la Vida, Barranquilla, 080005, Colombia., Maldonado-Olea A; Facultad de ciencias de la salud, Fundacion universitaria San Martin, Barranquilla, 080003, Colombia., Ángel-Gaviria IJ; Universidad Libre Seccional Barranquilla, Facultad de Ciencias de la Salud, Exactas y Naturales, Barranquilla, 080003, Colombia., Parodi-Camano TA; Departamento de Ingeniería Industrial, Universidad de Córdoba, Montería, 230001, Colombia.; Dirección Nacional de Investigación, Corporación Unificada Nacional de Educación Superior, Bogotá, 110911, Colombia., Ayala Ruiz O; Departamento de Ingeniería Industrial, Universidad de Córdoba, Montería, 230002, Colombia., Sarao-Cruz LDJ; TecNM: Instituto Tecnológico Superior de Villa la Venta, Division of Business Management Engineering, Huimanguillo, Tabasco, 86410, Mexico., Sánchez-Bolívar MM; Facultad Ciencias de la Salud, Exactas y Naturales, Universidad Libre, Barranquilla, 08003, Colombia.
Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2026 May 02; Vol. 26 (1). Date of Electronic Publication: 2026 May 02.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947 (Electronic) Linking ISSN: 14726947 NLM ISO Abbreviation: BMC Med Inform Decis Mak Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Optimized explainable AI and digital twin for patient flow improvement in ICU during respiratory epidemics.
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  Data: <searchLink fieldCode="AU" term="%22Ortiz-Barrios+M%22">Ortiz-Barrios M</searchLink>; Department of Productivity and Innovation, Universidad de la Costa CUC, Barranquilla, 080002, Colombia. mortiz1@cuc.edu.co.<br /><searchLink fieldCode="AU" term="%22Arias-Fonseca+S%22">Arias-Fonseca S</searchLink>; Department of Productivity and Innovation, Universidad de la Costa CUC, Barranquilla, 080002, Colombia.<br /><searchLink fieldCode="AU" term="%22Celani+de+Souza+HJ%22">Celani de Souza HJ</searchLink>; São Paulo State University - UNESP, R. Padre José Maria da Silva Ramos, 240 - Jardim das Colinas, São José dos Campos, SP, 12242-250, Brasil.<br /><searchLink fieldCode="AU" term="%22Torres-Avila+JF%22">Torres-Avila JF</searchLink>; Universidad Simón Bolívar, Facultad de Ciencias Básicas y Biomédicas, Centro de Investigaciones en Ciencias de la Vida, Barranquilla, 080005, Colombia.<br /><searchLink fieldCode="AU" term="%22Maldonado-Olea+A%22">Maldonado-Olea A</searchLink>; Facultad de ciencias de la salud, Fundacion universitaria San Martin, Barranquilla, 080003, Colombia.<br /><searchLink fieldCode="AU" term="%22Ángel-Gaviria+IJ%22">Ángel-Gaviria IJ</searchLink>; Universidad Libre Seccional Barranquilla, Facultad de Ciencias de la Salud, Exactas y Naturales, Barranquilla, 080003, Colombia.<br /><searchLink fieldCode="AU" term="%22Parodi-Camano+TA%22">Parodi-Camano TA</searchLink>; Departamento de Ingeniería Industrial, Universidad de Córdoba, Montería, 230001, Colombia.; Dirección Nacional de Investigación, Corporación Unificada Nacional de Educación Superior, Bogotá, 110911, Colombia.<br /><searchLink fieldCode="AU" term="%22Ayala+Ruiz+O%22">Ayala Ruiz O</searchLink>; Departamento de Ingeniería Industrial, Universidad de Córdoba, Montería, 230002, Colombia.<br /><searchLink fieldCode="AU" term="%22Sarao-Cruz+LDJ%22">Sarao-Cruz LDJ</searchLink>; TecNM: Instituto Tecnológico Superior de Villa la Venta, Division of Business Management Engineering, Huimanguillo, Tabasco, 86410, Mexico.<br /><searchLink fieldCode="AU" term="%22Sánchez-Bolívar+MM%22">Sánchez-Bolívar MM</searchLink>; Facultad Ciencias de la Salud, Exactas y Naturales, Universidad Libre, Barranquilla, 08003, Colombia.
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  Data: <searchLink fieldCode="JN" term="%22101088682%22">BMC medical informatics and decision making</searchLink> [BMC Med Inform Decis Mak] 2026 May 02; Vol. 26 (1). <i>Date of Electronic Publication: </i>2026 May 02.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101088682 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1472-6947 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214726947%22">14726947 </searchLink><i>NLM ISO Abbreviation: </i>BMC Med Inform Decis Mak <i>Subsets: </i>MEDLINE
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              Text: 2026 May 02
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