Resumen
There is an increasing shift towards the self-management of long-term chronic illness by patients in a home setting, supported by personal health electronic equipment. Among others, self-management requires comprehensive education on the illness, i.e., understanding the effects of nutritional, fitness, and medication choices on personal health; and long-term health behavior change, i.e., modifying unhealthy lifestyles that contribute to chronic illness. Smart health recommendations, generated using AI-based Clinical Decision Support (CDS), can guide patients towards positive nutritional, fitness, and health behavioral choices. Moreover, we posit that explaining these recommendations to patients, using Explainable AI (XAI) techniques, will effect education and positive behavior change. We present our work towards an explanation framework for rule-based CDS, called EXPLAIN (EXPLanations of AI In N3), which aims to generate human-readable, patient-facing explanations.
Idioma original | English |
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Título de la publicación alojada | Artificial Intelligence in Medicine - 20th International Conference on Artificial Intelligence in Medicine, AIME 2022, Proceedings |
Editores | Martin Michalowski, Syed Sibte Raza Abidi, Samina Abidi |
Editorial | Springer Science and Business Media Deutschland GmbH |
Páginas | 57-62 |
Número de páginas | 6 |
ISBN (versión impresa) | 9783031093418 |
DOI | |
Estado | Published - 2022 |
Evento | 20th International Conference on Artificial Intelligence in Medicine, AIME 2022 - Halifax, Canada Duración: jun. 14 2022 → jun. 17 2022 |
Serie de la publicación
Nombre | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
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Volumen | 13263 LNAI |
ISSN (versión impresa) | 0302-9743 |
ISSN (versión digital) | 1611-3349 |
Conference
Conference | 20th International Conference on Artificial Intelligence in Medicine, AIME 2022 |
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País/Territorio | Canada |
Ciudad | Halifax |
Período | 6/14/22 → 6/17/22 |
Nota bibliográfica
Publisher Copyright:© 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG.
ASJC Scopus Subject Areas
- Theoretical Computer Science
- General Computer Science