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Decentralized Management of Patient Profiles and Trajectories through Semantic Web Agents
1. Decentralized Management of Patient Profiles and
Trajectories through Semantic Web Agents
Jean-Paul Calbimonte • Davide Calvaresi • Michael Schumacher
University of Applied Sciences and Arts Western Switzerland (HES-SO Valais-Wallis)
3rd International Workshop on Semantic Web Meets Health Data Management
International Semantic Web Conference ISWC 2020
November 2020
@jpcik
2. 2
Context: long-term patient support
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sustained support
• chronic diseases
• post-surgery
• cancer survivors
diagnosis
treatment
surgery
eHealth patient
support
Distributed care +
heterogeneous clinical
history
4. 4
Case scenario: Cancer survivors support
Patients-centered Survivorship care plan after Cancer
treatments based on Big Data and Artificial Intelligence
technologies
diagnosis
chemo
surgery
physical rehab
survivor trajectory
AIsupporttech
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5. 5
Issues in trajectory management
Trajectory information
heterogeneity
Patient data sources
diversity
Trajectory data
integration & aggregation
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demographics diagnosis morbidities treatments
. . .
sensors AI self-reported EHR
. . .
6. 6
Issues in trajectory management
Life-long dynamic
trajectories
Data analytics
explainability
Privacy and
confidentiality
trend
analysis
pattern
discovery
trajectory
classification
explainable outcomes
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cohort
trajectories
dataprivacy+trust+
compliance