Abstract
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.
Original language | English |
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Title of host publication | Artificial Intelligence in Medicine - 20th International Conference on Artificial Intelligence in Medicine, AIME 2022, Proceedings |
Editors | Martin Michalowski, Syed Sibte Raza Abidi, Samina Abidi |
Publisher | Springer Science and Business Media Deutschland GmbH |
Pages | 57-62 |
Number of pages | 6 |
ISBN (Print) | 9783031093418 |
DOIs | |
Publication status | Published - 2022 |
Event | 20th International Conference on Artificial Intelligence in Medicine, AIME 2022 - Halifax, Canada Duration: Jun 14 2022 → Jun 17 2022 |
Publication series
Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
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Volume | 13263 LNAI |
ISSN (Print) | 0302-9743 |
ISSN (Electronic) | 1611-3349 |
Conference
Conference | 20th International Conference on Artificial Intelligence in Medicine, AIME 2022 |
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Country/Territory | Canada |
City | Halifax |
Period | 6/14/22 → 6/17/22 |
Bibliographical note
Publisher Copyright:© 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG.
ASJC Scopus Subject Areas
- Theoretical Computer Science
- General Computer Science