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dc.contributor.advisorAya Parra, Pedro Antonio
dc.contributor.authorGracia Ramirez, David Leonardo
dc.date.accessioned2022-12-15T14:04:53Z
dc.date.available2022-12-15T14:04:53Z
dc.date.issued2022
dc.identifier.urihttps://repositorio.escuelaing.edu.co/handle/001/2146
dc.description.abstractEl presente documento es el resultado de la investigación de fallas comunes en máquina de anestesia realizada en un hospital de cuarto nivel en la ciudad de Bogotá. Además, se encuentra la metodología que se realizó para el desarrollo del aplicativo web de identificación de fallas a partir de los datos de los mantenimientos correctivos recolectados en el hospital de los fabricantes Dräger y Datex Ohmeda por medio de dos métodos de Machine Learning. Obteniendo como resultado un aplicativo web de soporte para el personal de ingeniería biomédica para la identificación de fallas en máquinas de anestesia de marca Dräger mediante el método de Decision Tree Classifier con un 64% de certeza. Mientras que para Datex Ohmeda el método con mayor precisión fue Random Forest Classifier con el 74% de efectividad.spa
dc.description.tableofcontentsspa
dc.format.mimetypeapplication/pdfspa
dc.language.isospaspa
dc.titleDesarrollo de un aplicativo web para el apoyo de identificación de fallas comunes en máquinas de anestesia en un hospital de alta complejidadspa
dc.typeTrabajo de grado - Pregradospa
dc.type.versioninfo:eu-repo/semantics/acceptedVersionspa
oaire.accessrightshttp://purl.org/coar/access_right/c_14cbspa
oaire.versionhttp://purl.org/coar/version/c_ab4af688f83e57aaspa
dc.description.degreelevelPregradospa
dc.description.degreenameIngeniero(a) Biomédico(a)spa
dc.publisher.facultyspa
dc.publisher.programIngeniería Biomédicaspa
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REES, “PREVENTION OF NITROUS OXIDE-INDUCED MEGALOBLASTIC CHANGES IN BONE MARROW USING FOLINIC ACID,” BJA: British Journal of Anaesthesia, vol. 56, no. 2, pp. 103–107, Feb. 1984, doi: 10.1093/bja/56.2.103. [6] C. J. Cassidy, A. Smith, and J. Arnot-Smith, “Critical incident reports concerning anaesthetic equipment: analysis of the UK National Reporting and Learning System (NRLS) data from 2006-2008*.,” Anaesthesia, vol. 66, no. 10, pp. 879–888, Oct. 2011, doi: 10.1111/j.1365-2044.2011.06826.x. [7] “Entrenamiento sobre equipos médicos – Nuestro conocimiento, su éxito.” https://www.draeger.com/es_csa/Hospital/Medical-Device-Training#training-courses (accessed Jan. 11, 2022). [8] “Treinamentos GE.” https://educacaoge.com.br/Calendario/TechnicalTraining (accessed Jan. 11, 2022). [9] J. A. Dorsch and S. E. Dorsch, Eds., “Hazards of Anesthesia Machines and Breathing Systems,” Practical Approach to Anesthesia Equipment, A. Lippincott Williams & Wilkins PP - Philadelphia, pp. 218–229, 2011. 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Pogoku, “Pre-use anesthesia machine check; certified anesthesia technician based quality improvement audit.,” Anesth Essays Res, vol. 8, no. 3, pp. 354–360, 2014, doi: 10.4103/0259-1162.143142. 49 [15] L. Hadžić, A. Fazlić, O. Hasanić, N. Kudić, and L. Spahić, “Expert System for Performance Prediction of Anesthesia Machines,” in CMBEBIH 2019, 2020, pp. 671–679. [16] L. Grüßer, S. Staender, and R. Rossaint, “Safety first: Checking the anaesthesia machine.,” European journal of anaesthesiology, vol. 37, no. 10. pp. 837–838, 2020. doi: 10.1097/EJA.0000000000001170. [17] J. Ehrenwerth, J. B. Eisenkraft, and J. M. Berry, “Anesthesia Equipment E-Book : Principles and Applications.” 2021. [Online]. Available: https://search.ebscohost.com/login.aspx?direct=true&db=edsebk&AN=2568735&site=eds-live [18] “La anestesia.” https://www.nigms.nih.gov/education/fact-sheets/Pages/anesthesia-spanish.aspx (accessed Aug. 17, 2022). [19] J. F. Butterworth, D. C. Mackey, J. D. Wasnick, and M.-H. Education. W. pbl, Morgan & Mikhail’s clinical anesthesiology / John F. Butterworth IV, David C. Mackey, John D. Wasnick. 2018. [Online]. Available: http://katalog.nukat.edu.pl/lib/item?id=chamo:4440566&theme=nukat [20] “Anestesia general: fases, fármacos y secuencia de intubación básica - Revista Electrónica de Portales Medicos.com.” https://www.revista-portalesmedicos.com/revista-medica/anestesia-general-fases-farmacos-y-secuencia-de-intubacion-basica/ (accessed Aug. 18, 2022). [21] R. Rodríguez Carranza, “Diazepam: Sedantes hipnóticos y ansiolíticos • Antiepilépticos,” in Vademécum Académico de Medicamentos, New York, NY: McGraw-Hill Education, 2015. [Online]. Available: accessmedicina.mhmedical.com/content.aspx?aid=1113054105 [22] “Etapas de la anestesia general - Anestesia Entre Ríos Anestesia Entre Ríos.” http://www.anestesiaentrerios.org.ar/etapas-de-la-anestesia-general/ (accessed Aug. 18, 2022). [23] E. Soler, M. Faus, and P. Mula, “Anestesiología”. [24] “Máquinas de Anestesia – Malbo Ecuador.” https://malboecuador.com/portfolio/maquinas-de-anestesia/ (accessed Aug. 27, 2022). [25] “Esta es la importancia de las máquinas de anestesia | Promedco.” https://www.promedco.com/noticias/importancia-de-las-maquinas-de-anestesia (accessed Aug. 27, 2022). [26] R. G. Loeb and J. B. Eisenkraft, “2 - The Anesthesia Machine and Workstation,” in Anesthesia Equipment (Third Edition), J. Ehrenwerth, J. B. Eisenkraft, and J. M. Berry, Eds. Philadelphia: W.B. Saunders, 2021, pp. 25–65. doi: https://doi.org/10.1016/B978-0-323-67279-5.00002-9. [27] J. R. Jacobs, J. G. Reves, and P. S. A. Glass, “Automated Drug Delivery in Anesthesia,” ASA Refresher Courses in Anesthesiology, vol. 19. pp. 127-127–137, 2008. [Online]. Available: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::6036c4be216de986318aaa51c77bab25 [28] U. Srivastava, “Anaesthesia Gas Supply: Gas Cylinders.,” Indian J Anaesth, vol. 57, no. 5, pp. 500-500–506, 2013, doi: 10.4103/0019-5049.120147. [29] K. H. Shelley and A. A. Alian, “Understanding Anesthesia Equipment, 5th Edition,” Anesthesiology, vol. 109. pp. 754-754–755, 2008. [Online]. Available: https://explore.openaire.eu/search/publication?articleId=doi_________::b91d55d09aa0b5e85a04e06dc497b01cspa
dc.rights.accessrightsinfo:eu-repo/semantics/closedAccessspa
dc.subject.armarcAnestesia General, máquina de anestesia, detección de fallas, Machine Learning, Python, Random Forest.
dc.type.coarhttp://purl.org/coar/resource_type/c_2df8fbb1spa
dc.type.contentTextspa
dc.type.driverinfo:eu-repo/semantics/bachelorThesisspa
dc.type.redcolhttps://purl.org/redcol/resource_type/TPspa


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