AI training for automated data extraction from clinical records
Most hospitals and government offices in Colombia have no centralized systems to efficiently collect data for evidence generation for academic purposes and policymaking. In addition, physicians in small-to-middle-size cities do not participate in conducting clinical research due to significant gaps...
- Autores:
-
Racedo Galván, Jorge Mario
- Tipo de recurso:
- Trabajo de grado de pregrado
- Fecha de publicación:
- 2022
- Institución:
- Universidad de los Andes
- Repositorio:
- Séneca: repositorio Uniandes
- Idioma:
- eng
- OAI Identifier:
- oai:repositorio.uniandes.edu.co:1992/58181
- Acceso en línea:
- http://hdl.handle.net/1992/58181
- Palabra clave:
- Artificial intelligence
Clinical research
Federated learning
Aprendizaje automático (Inteligencia artificial)
Ingeniería
- Rights
- openAccess
- License
- Attribution-NoDerivatives 4.0 Internacional
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|
dc.title.none.fl_str_mv |
AI training for automated data extraction from clinical records |
dc.title.alternative.none.fl_str_mv |
microscopIA |
title |
AI training for automated data extraction from clinical records |
spellingShingle |
AI training for automated data extraction from clinical records Artificial intelligence Clinical research Federated learning Aprendizaje automático (Inteligencia artificial) Ingeniería |
title_short |
AI training for automated data extraction from clinical records |
title_full |
AI training for automated data extraction from clinical records |
title_fullStr |
AI training for automated data extraction from clinical records |
title_full_unstemmed |
AI training for automated data extraction from clinical records |
title_sort |
AI training for automated data extraction from clinical records |
dc.creator.fl_str_mv |
Racedo Galván, Jorge Mario |
dc.contributor.advisor.none.fl_str_mv |
Bigio Roitman, David |
dc.contributor.author.none.fl_str_mv |
Racedo Galván, Jorge Mario |
dc.contributor.researchgroup.es_CO.fl_str_mv |
microscopIA Research Group |
dc.subject.keyword.none.fl_str_mv |
Artificial intelligence Clinical research Federated learning |
topic |
Artificial intelligence Clinical research Federated learning Aprendizaje automático (Inteligencia artificial) Ingeniería |
dc.subject.armarc.none.fl_str_mv |
Aprendizaje automático (Inteligencia artificial) |
dc.subject.themes.es_CO.fl_str_mv |
Ingeniería |
description |
Most hospitals and government offices in Colombia have no centralized systems to efficiently collect data for evidence generation for academic purposes and policymaking. In addition, physicians in small-to-middle-size cities do not participate in conducting clinical research due to significant gaps in resources and personnel skilled in data science. It results in a lack of information about the prevalence and impact of diseases, limiting municipalities' power to decide when developing prevention, screening-diagnosis, and treatment programs. microscopIA, through the current approach, has grown a platform to allow physicians to collect data matching a research project while collecting massive data for AI training and policymaking. |
publishDate |
2022 |
dc.date.accessioned.none.fl_str_mv |
2022-06-22T21:52:00Z |
dc.date.available.none.fl_str_mv |
2022-06-22T21:52:00Z |
dc.date.issued.none.fl_str_mv |
2022-06-22 |
dc.type.es_CO.fl_str_mv |
Trabajo de grado - Pregrado |
dc.type.driver.none.fl_str_mv |
info:eu-repo/semantics/bachelorThesis |
dc.type.version.none.fl_str_mv |
info:eu-repo/semantics/acceptedVersion |
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http://purl.org/coar/resource_type/c_7a1f |
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http://hdl.handle.net/1992/58181 |
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instname:Universidad de los Andes |
dc.identifier.reponame.es_CO.fl_str_mv |
reponame:Repositorio Institucional Séneca |
dc.identifier.repourl.es_CO.fl_str_mv |
repourl:https://repositorio.uniandes.edu.co/ |
url |
http://hdl.handle.net/1992/58181 |
identifier_str_mv |
instname:Universidad de los Andes reponame:Repositorio Institucional Séneca repourl:https://repositorio.uniandes.edu.co/ |
dc.language.iso.es_CO.fl_str_mv |
eng |
language |
eng |
dc.rights.license.spa.fl_str_mv |
Attribution-NoDerivatives 4.0 Internacional |
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http://creativecommons.org/licenses/by-nd/4.0/ |
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Attribution-NoDerivatives 4.0 Internacional http://creativecommons.org/licenses/by-nd/4.0/ http://purl.org/coar/access_right/c_abf2 |
eu_rights_str_mv |
openAccess |
dc.format.extent.es_CO.fl_str_mv |
22 páginas |
dc.format.mimetype.es_CO.fl_str_mv |
application/pdf |
dc.publisher.es_CO.fl_str_mv |
Universidad de los Andes |
dc.publisher.program.es_CO.fl_str_mv |
Ingeniería Biomédica |
dc.publisher.faculty.es_CO.fl_str_mv |
Facultad de Ingeniería |
dc.publisher.department.es_CO.fl_str_mv |
Departamento de Ingeniería Biomédica |
institution |
Universidad de los Andes |
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Attribution-NoDerivatives 4.0 Internacionalhttp://creativecommons.org/licenses/by-nd/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Bigio Roitman, Davidvirtual::12496-1Racedo Galván, Jorge Mario44be6b16-d7f2-4968-b927-fac97feebbae600microscopIA Research Group2022-06-22T21:52:00Z2022-06-22T21:52:00Z2022-06-22http://hdl.handle.net/1992/58181instname:Universidad de los Andesreponame:Repositorio Institucional Sénecarepourl:https://repositorio.uniandes.edu.co/Most hospitals and government offices in Colombia have no centralized systems to efficiently collect data for evidence generation for academic purposes and policymaking. In addition, physicians in small-to-middle-size cities do not participate in conducting clinical research due to significant gaps in resources and personnel skilled in data science. It results in a lack of information about the prevalence and impact of diseases, limiting municipalities' power to decide when developing prevention, screening-diagnosis, and treatment programs. microscopIA, through the current approach, has grown a platform to allow physicians to collect data matching a research project while collecting massive data for AI training and policymaking.Ingeniero BiomédicoPregradoMachine Learning22 páginasapplication/pdfengUniversidad de los AndesIngeniería BiomédicaFacultad de IngenieríaDepartamento de Ingeniería BiomédicaAI training for automated data extraction from clinical recordsmicroscopIATrabajo de grado - Pregradoinfo:eu-repo/semantics/bachelorThesisinfo:eu-repo/semantics/acceptedVersionhttp://purl.org/coar/resource_type/c_7a1fTexthttp://purl.org/redcol/resource_type/TPArtificial intelligenceClinical researchFederated learningAprendizaje automático (Inteligencia artificial)Ingeniería201011778Publication7136bea3-d8a6-43c5-b5c9-6b4af41cf94cvirtual::12496-17136bea3-d8a6-43c5-b5c9-6b4af41cf94cvirtual::12496-1ORIGINALInforme-microscopIA.pdfInforme-microscopIA.pdfMain articleapplication/pdf979372https://repositorio.uniandes.edu.co/bitstreams/116d2082-ebb7-4dcf-b879-c9ad589d1914/download0c34480cba9a5516c51cc4cc7b48b336MD53Trabajo de grado - Jorge Racedo.pdfTrabajo de grado - Jorge Racedo.pdfHIDEapplication/pdf278618https://repositorio.uniandes.edu.co/bitstreams/673eaf56-a4aa-42b9-b29e-642089da1cbb/downloadbbfe1f25a4d8ee195f6ce817ac8dfa24MD54CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; 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