Application of Artificial Intelligence Algorithms Within the Medical Context for Non-Specialized Users: the CARTIER-IA Platform

The use of advanced algorithms and models such as Machine Learning, Deep Learning and other related approaches of Artificial Intelligence have grown in their use given their benefits in different contexts. One of these contexts is the medical domain, as these algorithms can support disease detection...

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Main Authors: Francisco García-Peñalvo, Andrea Vázquez-Ingelmo, Alicia García-Holgado, Jesús Sampedro-Gómez, Antonio Sánchez-Puente, Víctor Vicente-Palacios, P. Ignacio Dorado-Díaz, Pedro L. Sánchez
Format: Article
Language:English
Published: Universidad Internacional de La Rioja (UNIR) 2021-05-01
Series:International Journal of Interactive Multimedia and Artificial Intelligence
Subjects:
Online Access:https://www.ijimai.org/journal/bibcite/reference/2949
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spelling doaj-fdc9acb806e34d19aabad03ae0824cb72021-05-31T11:28:40ZengUniversidad Internacional de La Rioja (UNIR)International Journal of Interactive Multimedia and Artificial Intelligence1989-16601989-16602021-05-0166465310.9781/ijimai.2021.05.005ijimai.2021.05.005Application of Artificial Intelligence Algorithms Within the Medical Context for Non-Specialized Users: the CARTIER-IA PlatformFrancisco García-PeñalvoAndrea Vázquez-IngelmoAlicia García-HolgadoJesús Sampedro-GómezAntonio Sánchez-PuenteVíctor Vicente-PalaciosP. Ignacio Dorado-DíazPedro L. SánchezThe use of advanced algorithms and models such as Machine Learning, Deep Learning and other related approaches of Artificial Intelligence have grown in their use given their benefits in different contexts. One of these contexts is the medical domain, as these algorithms can support disease detection, image segmentation and other multiple tasks. However, it is necessary to organize and arrange the different data resources involved in these scenarios and tackle the heterogeneity of data sources. This work presents the CARTIER-IA platform: a platform for the management of medical data and imaging. The goal of this project focuses on providing a friendly and usable interface to organize structured data, to visualize and edit medical images, and to apply Artificial Intelligence algorithms on the stored resources. One of the challenges of the platform design is to ease these complex tasks in a way that non-AI-specialized users could benefit from the application of AI algorithms without further training. Two use cases of AI application within the platform are provided, as well as a heuristic evaluation to assess the usability of the first version of CARTIER-IA.https://www.ijimai.org/journal/bibcite/reference/2949information systemmedical imagesmedical dataartificial intelligencehealth
collection DOAJ
language English
format Article
sources DOAJ
author Francisco García-Peñalvo
Andrea Vázquez-Ingelmo
Alicia García-Holgado
Jesús Sampedro-Gómez
Antonio Sánchez-Puente
Víctor Vicente-Palacios
P. Ignacio Dorado-Díaz
Pedro L. Sánchez
spellingShingle Francisco García-Peñalvo
Andrea Vázquez-Ingelmo
Alicia García-Holgado
Jesús Sampedro-Gómez
Antonio Sánchez-Puente
Víctor Vicente-Palacios
P. Ignacio Dorado-Díaz
Pedro L. Sánchez
Application of Artificial Intelligence Algorithms Within the Medical Context for Non-Specialized Users: the CARTIER-IA Platform
International Journal of Interactive Multimedia and Artificial Intelligence
information system
medical images
medical data
artificial intelligence
health
author_facet Francisco García-Peñalvo
Andrea Vázquez-Ingelmo
Alicia García-Holgado
Jesús Sampedro-Gómez
Antonio Sánchez-Puente
Víctor Vicente-Palacios
P. Ignacio Dorado-Díaz
Pedro L. Sánchez
author_sort Francisco García-Peñalvo
title Application of Artificial Intelligence Algorithms Within the Medical Context for Non-Specialized Users: the CARTIER-IA Platform
title_short Application of Artificial Intelligence Algorithms Within the Medical Context for Non-Specialized Users: the CARTIER-IA Platform
title_full Application of Artificial Intelligence Algorithms Within the Medical Context for Non-Specialized Users: the CARTIER-IA Platform
title_fullStr Application of Artificial Intelligence Algorithms Within the Medical Context for Non-Specialized Users: the CARTIER-IA Platform
title_full_unstemmed Application of Artificial Intelligence Algorithms Within the Medical Context for Non-Specialized Users: the CARTIER-IA Platform
title_sort application of artificial intelligence algorithms within the medical context for non-specialized users: the cartier-ia platform
publisher Universidad Internacional de La Rioja (UNIR)
series International Journal of Interactive Multimedia and Artificial Intelligence
issn 1989-1660
1989-1660
publishDate 2021-05-01
description The use of advanced algorithms and models such as Machine Learning, Deep Learning and other related approaches of Artificial Intelligence have grown in their use given their benefits in different contexts. One of these contexts is the medical domain, as these algorithms can support disease detection, image segmentation and other multiple tasks. However, it is necessary to organize and arrange the different data resources involved in these scenarios and tackle the heterogeneity of data sources. This work presents the CARTIER-IA platform: a platform for the management of medical data and imaging. The goal of this project focuses on providing a friendly and usable interface to organize structured data, to visualize and edit medical images, and to apply Artificial Intelligence algorithms on the stored resources. One of the challenges of the platform design is to ease these complex tasks in a way that non-AI-specialized users could benefit from the application of AI algorithms without further training. Two use cases of AI application within the platform are provided, as well as a heuristic evaluation to assess the usability of the first version of CARTIER-IA.
topic information system
medical images
medical data
artificial intelligence
health
url https://www.ijimai.org/journal/bibcite/reference/2949
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