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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Universidad Internacional de La Rioja (UNIR)
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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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