On using a mobile application to support teledermatology: a case study in an underprivileged area in Colombia

Background. The use of mobile applications in dermatology to support remote diagnosis is gaining acceptance, particularly in rural areas, where dermatology services are commonly managed by healthcare personnel with no specialty training. Moreover, ontologies—sets of concepts that represent knowledge...

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Autores:
Mónica PaolaNovoa, Mónica Paola
Correal, Darío
Raj Eapen, Bell
Tipo de recurso:
Article of journal
Fecha de publicación:
2018
Institución:
Fundación Universitaria de Ciencias de la Salud - FUCS
Repositorio:
Repositorio Digital Institucional ReDi
Idioma:
spa
OAI Identifier:
oai:repositorio.fucsalud.edu.co:001/1434
Acceso en línea:
https://repositorio.fucsalud.edu.co/handle/001/1434
Palabra clave:
Control de la tecnología biomédica
Aplicaciones móviles
Diagnóstico
Rights
openAccess
License
Atribución-NoComercial-SinDerivadas 4.0 Internacional (CC BY-NC-ND 4.0)
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network_name_str Repositorio Digital Institucional ReDi
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dc.title.eng.fl_str_mv On using a mobile application to support teledermatology: a case study in an underprivileged area in Colombia
title On using a mobile application to support teledermatology: a case study in an underprivileged area in Colombia
spellingShingle On using a mobile application to support teledermatology: a case study in an underprivileged area in Colombia
Control de la tecnología biomédica
Aplicaciones móviles
Diagnóstico
title_short On using a mobile application to support teledermatology: a case study in an underprivileged area in Colombia
title_full On using a mobile application to support teledermatology: a case study in an underprivileged area in Colombia
title_fullStr On using a mobile application to support teledermatology: a case study in an underprivileged area in Colombia
title_full_unstemmed On using a mobile application to support teledermatology: a case study in an underprivileged area in Colombia
title_sort On using a mobile application to support teledermatology: a case study in an underprivileged area in Colombia
dc.creator.fl_str_mv Mónica PaolaNovoa, Mónica Paola
Correal, Darío
Raj Eapen, Bell
dc.contributor.author.none.fl_str_mv Mónica PaolaNovoa, Mónica Paola
Correal, Darío
Raj Eapen, Bell
dc.subject.decs.none.fl_str_mv Control de la tecnología biomédica
Aplicaciones móviles
Diagnóstico
topic Control de la tecnología biomédica
Aplicaciones móviles
Diagnóstico
description Background. The use of mobile applications in dermatology to support remote diagnosis is gaining acceptance, particularly in rural areas, where dermatology services are commonly managed by healthcare personnel with no specialty training. Moreover, ontologies—sets of concepts that represent knowledge in a given domain—are increasingly being used to support medical diagnosis. A specific case is ONTODerm: an ontology to aid dermatological diagnosis. However, there is little information on the combined use of mobile applications and ontologies as support solutions in dermatology. Objective. Assessing the reliability of ONTODerm as a tool to support remote dermatological diagnosis when used together with a mobile dermatological application in underprivileged areas. Methods. A mobile application that allows characterization of skin lesions was developed, and the information about the lesions was sent to ONTODerm. An exploratory study was conducted in a remote area without access to a dermatologist. A total of 64 dermatological queries were recorded in the application and consulted with ONTODerm. Later, an experienced dermatologist evaluated the characterization and diagnosis of each query to determine the accuracy of the system. Results. The results showed that the probability of obtaining a correct diagnosis was between 64.4% and 85.6% with a confidence interval of 95%. A higher accuracy rate was obtained when the skin lesion occurred on the face or when its border was categorized as poorly demarcated. Conclusions. This study demonstrates the implementation of a teledermatology strategy based on mobile applications and domain ontology-driven knowledge base to provide timely assistance to healthcare professionals. This approach was found to be pertinent in the Colombian rural context, particularly in forest regions, where dermatology specialists are not available. The results of this article do not represent a final validation of the proposed approach; they suggest how the ontology can be improved to effectively support medical staff in marginalized regions.
publishDate 2018
dc.date.issued.none.fl_str_mv 2018
dc.date.accessioned.none.fl_str_mv 2021-04-19T14:05:14Z
dc.date.available.none.fl_str_mv 2021-04-19T14:05:14Z
dc.type.spa.fl_str_mv Artículo de revista
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dc.identifier.doi.none.fl_str_mv 10.1155/2018/1496941
dc.identifier.uri.none.fl_str_mv https://repositorio.fucsalud.edu.co/handle/001/1434
identifier_str_mv 10.1155/2018/1496941
url https://repositorio.fucsalud.edu.co/handle/001/1434
dc.language.iso.spa.fl_str_mv spa
language spa
dc.relation.ispartof.none.fl_str_mv International Journal of Telemedicine and Application Vol. 2018 (2018)
dc.relation.citationendpage.spa.fl_str_mv 8
dc.relation.citationstartpage.spa.fl_str_mv 1
dc.relation.citationvolume.spa.fl_str_mv 2018
dc.relation.ispartofjournal.spa.fl_str_mv International Journal of Telemedicine and Applications
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dc.format.extent.spa.fl_str_mv 8 p.
dc.format.mimetype.spa.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv Hindawi Open Access
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institution Fundación Universitaria de Ciencias de la Salud - FUCS
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spelling Mónica PaolaNovoa, Mónica Paola7b361e0dc4c5b4e22bf035da6e617be9Correal, Darío78160e90ea288e0825f224c0f95b7464Raj Eapen, Bellfc88e9967c48cf327cf37ba760d827f92021-04-19T14:05:14Z20182021-04-19T14:05:14ZHindawi Open AccessBackground. The use of mobile applications in dermatology to support remote diagnosis is gaining acceptance, particularly in rural areas, where dermatology services are commonly managed by healthcare personnel with no specialty training. Moreover, ontologies—sets of concepts that represent knowledge in a given domain—are increasingly being used to support medical diagnosis. A specific case is ONTODerm: an ontology to aid dermatological diagnosis. However, there is little information on the combined use of mobile applications and ontologies as support solutions in dermatology. Objective. Assessing the reliability of ONTODerm as a tool to support remote dermatological diagnosis when used together with a mobile dermatological application in underprivileged areas. Methods. A mobile application that allows characterization of skin lesions was developed, and the information about the lesions was sent to ONTODerm. An exploratory study was conducted in a remote area without access to a dermatologist. A total of 64 dermatological queries were recorded in the application and consulted with ONTODerm. Later, an experienced dermatologist evaluated the characterization and diagnosis of each query to determine the accuracy of the system. Results. The results showed that the probability of obtaining a correct diagnosis was between 64.4% and 85.6% with a confidence interval of 95%. A higher accuracy rate was obtained when the skin lesion occurred on the face or when its border was categorized as poorly demarcated. Conclusions. This study demonstrates the implementation of a teledermatology strategy based on mobile applications and domain ontology-driven knowledge base to provide timely assistance to healthcare professionals. This approach was found to be pertinent in the Colombian rural context, particularly in forest regions, where dermatology specialists are not available. The results of this article do not represent a final validation of the proposed approach; they suggest how the ontology can be improved to effectively support medical staff in marginalized regions.https://www.hindawi.com/journals/ijta/2018/1496941/8 p.application/pdfOn using a mobile application to support teledermatology: a case study in an underprivileged area in ColombiaArtículo de revistahttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionTexthttp://purl.org/redcol/resource_type/ARThttp://purl.org/coar/version/c_970fb48d4fbd8a8510.1155/2018/1496941https://repositorio.fucsalud.edu.co/handle/001/1434spaInternational Journal of Telemedicine and Application Vol. 2018 (2018)812018International Journal of Telemedicine and Applicationsinfo:eu-repo/semantics/openAccessAtribución-NoComercial-SinDerivadas 4.0 Internacional (CC BY-NC-ND 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