Extension of a POMDM model for cervical cancer screening policies in Colombia

In Colombia, Cervical cancer is the second most common cancer and the first cancer cause of death in women. Nowadays, there are different known screening tests that can be performed in order to prevent this disease. Even though Colombia's government tries to increase health coverage, low-income...

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Autores:
Arboleda Alaguna, Juan David
Tipo de recurso:
Fecha de publicación:
2016
Institución:
Universidad de los Andes
Repositorio:
Séneca: repositorio Uniandes
Idioma:
eng
OAI Identifier:
oai:repositorio.uniandes.edu.co:1992/13492
Acceso en línea:
http://hdl.handle.net/1992/13492
Palabra clave:
Neoplasmas del cuello uterino - Investigaciones - Colombia - Estudio de casos
Investigación operacional - Investigaciones
Procesos de Markov - Investigaciones
Cáncer - Diagnóstico - Toma de decisiones - Investigaciones
Ingeniería
Rights
openAccess
License
https://repositorio.uniandes.edu.co/static/pdf/aceptacion_uso_es.pdf
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spelling Al consultar y hacer uso de este recurso, está aceptando las condiciones de uso establecidas por los autores.https://repositorio.uniandes.edu.co/static/pdf/aceptacion_uso_es.pdfinfo:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Akhavan Tabatabaei, Raha9bc95ead-d1c9-4469-8820-df5b306a65e8500Gel, Esma8189d8c8-7037-49fd-8d5a-5c65b0dca201500Arboleda Alaguna, Juan David7662ab39-5a81-46a0-9d12-2e85c7b658bc500Castillo Hernández, MarioBogotá2018-09-28T10:39:52Z2018-09-28T10:39:52Z2016http://hdl.handle.net/1992/13492u722585.pdfinstname:Universidad de los Andesreponame:Repositorio Institucional Sénecarepourl:https://repositorio.uniandes.edu.co/In Colombia, Cervical cancer is the second most common cancer and the first cancer cause of death in women. Nowadays, there are different known screening tests that can be performed in order to prevent this disease. Even though Colombia's government tries to increase health coverage, low-income communities and people from rural areas are not having access to these tests easily. Therefore, women from some communities are not following Colombian screening policies as they should. This problem was addressed by Namen et al. in 2014 and they formulated a POMDP model that incorporates different elements of the detection process. However, this model presents some limitations for implementing it according Colombian context. Our main goal is to solve those limitations and extend the model, so it can be evaluated and compared with Colombian current guidelines. We addressed the problems, one by one, and developed a set of tools that helped to improve the evaluation of any policy for cervical cancer. We changed the graphic representation of the solution for a decision tree that allows doctors and patients to see future possible actions and make better decisions. By including co-testing as a possible action, we made the model comparable with current policies. Using Monte Carlo simulation, we generated many random patients and random paths for those patients, so different cervical cancer screening policies could be analyzed and compared with some statistical support. Our new model screening strategies show an improvement regarding costs and total expected quality-adjusted life years (QALYs), compared with existing guidelinesMagíster en Ingeniería IndustrialMaestría25 hojasapplication/pdfengUniandesMaestría en Ingeniería IndustrialFacultad de IngenieríaDepartamento de Ingeniería Industrialinstname:Universidad de los Andesreponame:Repositorio Institucional SénecaExtension of a POMDM model for cervical cancer screening policies in ColombiaTrabajo de grado - Maestríainfo:eu-repo/semantics/masterThesishttp://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/TMNeoplasmas del cuello uterino - Investigaciones - Colombia - Estudio de casosInvestigación operacional - InvestigacionesProcesos de Markov - InvestigacionesCáncer - Diagnóstico - Toma de decisiones - InvestigacionesIngenieríaPublicationTEXTu722585.pdf.txtu722585.pdf.txtExtracted texttext/plain41773https://repositorio.uniandes.edu.co/bitstreams/e2ed75b5-ff29-4362-a47b-4330e7b0a532/download15f785fd2fafd1f517f729a8befd4799MD54ORIGINALu722585.pdfapplication/pdf1123538https://repositorio.uniandes.edu.co/bitstreams/18fe36fb-b152-457a-a2c1-11267bba8c13/download433c6991ad554a681a495a6669bc85e2MD51THUMBNAILu722585.pdf.jpgu722585.pdf.jpgIM Thumbnailimage/jpeg16415https://repositorio.uniandes.edu.co/bitstreams/17d97866-1021-4071-bb7d-72a0637a6b79/downloadb82dad7a6c6cdb33a7c3d39d1322d0c7MD551992/13492oai:repositorio.uniandes.edu.co:1992/134922023-10-10 19:54:35.086https://repositorio.uniandes.edu.co/static/pdf/aceptacion_uso_es.pdfopen.accesshttps://repositorio.uniandes.edu.coRepositorio institucional Sénecaadminrepositorio@uniandes.edu.co
dc.title.es_CO.fl_str_mv Extension of a POMDM model for cervical cancer screening policies in Colombia
title Extension of a POMDM model for cervical cancer screening policies in Colombia
spellingShingle Extension of a POMDM model for cervical cancer screening policies in Colombia
Neoplasmas del cuello uterino - Investigaciones - Colombia - Estudio de casos
Investigación operacional - Investigaciones
Procesos de Markov - Investigaciones
Cáncer - Diagnóstico - Toma de decisiones - Investigaciones
Ingeniería
title_short Extension of a POMDM model for cervical cancer screening policies in Colombia
title_full Extension of a POMDM model for cervical cancer screening policies in Colombia
title_fullStr Extension of a POMDM model for cervical cancer screening policies in Colombia
title_full_unstemmed Extension of a POMDM model for cervical cancer screening policies in Colombia
title_sort Extension of a POMDM model for cervical cancer screening policies in Colombia
dc.creator.fl_str_mv Arboleda Alaguna, Juan David
dc.contributor.advisor.none.fl_str_mv Akhavan Tabatabaei, Raha
Gel, Esma
dc.contributor.author.none.fl_str_mv Arboleda Alaguna, Juan David
dc.contributor.jury.none.fl_str_mv Castillo Hernández, Mario
dc.subject.keyword.es_CO.fl_str_mv Neoplasmas del cuello uterino - Investigaciones - Colombia - Estudio de casos
Investigación operacional - Investigaciones
Procesos de Markov - Investigaciones
Cáncer - Diagnóstico - Toma de decisiones - Investigaciones
topic Neoplasmas del cuello uterino - Investigaciones - Colombia - Estudio de casos
Investigación operacional - Investigaciones
Procesos de Markov - Investigaciones
Cáncer - Diagnóstico - Toma de decisiones - Investigaciones
Ingeniería
dc.subject.themes.none.fl_str_mv Ingeniería
description In Colombia, Cervical cancer is the second most common cancer and the first cancer cause of death in women. Nowadays, there are different known screening tests that can be performed in order to prevent this disease. Even though Colombia's government tries to increase health coverage, low-income communities and people from rural areas are not having access to these tests easily. Therefore, women from some communities are not following Colombian screening policies as they should. This problem was addressed by Namen et al. in 2014 and they formulated a POMDP model that incorporates different elements of the detection process. However, this model presents some limitations for implementing it according Colombian context. Our main goal is to solve those limitations and extend the model, so it can be evaluated and compared with Colombian current guidelines. We addressed the problems, one by one, and developed a set of tools that helped to improve the evaluation of any policy for cervical cancer. We changed the graphic representation of the solution for a decision tree that allows doctors and patients to see future possible actions and make better decisions. By including co-testing as a possible action, we made the model comparable with current policies. Using Monte Carlo simulation, we generated many random patients and random paths for those patients, so different cervical cancer screening policies could be analyzed and compared with some statistical support. Our new model screening strategies show an improvement regarding costs and total expected quality-adjusted life years (QALYs), compared with existing guidelines
publishDate 2016
dc.date.issued.es_CO.fl_str_mv 2016
dc.date.accessioned.none.fl_str_mv 2018-09-28T10:39:52Z
dc.date.available.none.fl_str_mv 2018-09-28T10:39:52Z
dc.type.spa.fl_str_mv Trabajo de grado - Maestría
dc.type.coarversion.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
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dc.identifier.pdf.none.fl_str_mv u722585.pdf
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url http://hdl.handle.net/1992/13492
identifier_str_mv u722585.pdf
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language eng
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http://purl.org/coar/access_right/c_abf2
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dc.format.extent.es_CO.fl_str_mv 25 hojas
dc.format.mimetype.es_CO.fl_str_mv application/pdf
dc.coverage.spatial.es_CO.fl_str_mv Bogotá
dc.publisher.none.fl_str_mv Uniandes
dc.publisher.program.es_CO.fl_str_mv Maestría en Ingeniería Industrial
dc.publisher.faculty.es_CO.fl_str_mv Facultad de Ingeniería
dc.publisher.department.es_CO.fl_str_mv Departamento de Ingeniería Industrial
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