European EHR Exchange Format Expert Summit
In collaboration with the European Commission
Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Tuesday 12 December 2023
9:00 AM – 6:00 PM CET
Brussels
Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Automating generation of IPS �to ensure scale up
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Isabelle de Zegher
Co-coordinator (clinical), AIDAVA
MD, MSc
Founder b!loba
isabelle@dezegher.com
slides included in Expert Summit directory [ref]
Name
Company
Picture of speaker
Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Scaling up implementation of IPS (and EEHRxF) will be hard.
We need solutions to smooth deployment for all.
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
AIDAVA �AI-based Data Curation & Publishing Virtual Assistant
Develop a digital solution, �orchestrating diverse artificial intelligence technologies, �for automated curation and publishing of personal health data, �delivering interoperable and reusable personal health records �for the benefit of patients and their physicians, � as well as for clinical researchers.
Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Solution: AI based Data Curation Virtual Assistant
Overview
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Individual
Heterogenous
Data Sources
BACKEND (Automation)
Orchestration of different technologies to maximize automation in "cleaning" personal health data
Personal Health Record�(Curated Data Identified)
Data Curator
FRONTEND
User involvement:
dialogue with user,
tailored to individual skills, with explanations
Patient
Population Patient Registries�(Curated Data Anonymized)
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Solution: AI based Data Curation Virtual Assistant
Details on Backend
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Individual
Heterogeneous Data Sources
Personal Health Knowledge Graph
Data Transfer Specification
Reference Ontology
IPS Standard definition in EEHRxF
International Patient Summary
Data Source Catalogue
BACKEND �(Automation)
Data source onboarding: Concept addition & mapping
Concept mapping �for IPS standard
mapping
Curation
Publishing
copy
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Solution: AI based Data Curation Virtual Assistant
Details on Backend
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Individual
Heterogeneous Data Sources
Personal Health Knowledge Graph
Data Transfer Specification
Reference Ontology
Lab Standard definition in EEHRxF
Data Source Catalogue
BACKEND �(Automation)
Data source onboarding: Concept addition & mapping
Concept mapping
for lab standard
mapping
Curation
Publishing
copy
Lab reports
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Solution: AI based Data Curation Virtual Assistant
Details on Backend
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Individual
Heterogeneous Data Sources
Personal Health Knowledge Graph
Data Transfer Specification
Reference Ontology
Specification of needed data elements
Breast Cancer Registry
Data Source Catalogue
BACKEND �(Automation)
Concept mapping �for BC registry
mapping
Curation
Publishing
copy
Personal Health Knowledge Graph
Personal Health Knowledge Graph
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2
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Data source onboarding: Concept addition & mapping
Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Recommendation 1.�Data Source Catalogue
In alignment with Article 23.3 (a) and (b) of the EHDS regulation, implement catalogues of data sources with detailed description of each data element collected by health data holders.
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Data Source Catalogue
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Recommendation 1.�Data Source Catalogue�Extract from catalogue of data sources in Finland
https://aineistokatalogi.fi/catalog
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Recommendation 1.�Data Source Catalogue
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Metadata | Schema description | Mapping |
DCAT - AP� | SQL or JSON | |
| | |
✔︎
✔︎
✔︎
✔︎
✔︎
✔︎
✔︎
✔︎
Field Name |
SourceID |
Table |
HumanReadableName |
VariableName |
IsPrimaryKey |
TableReference |
VariableReference |
IsMandatory |
PrimitiveDataType |
FHIRPrimitiveType |
ValueRestrictionType |
ValueRestriction |
Description |
Data Source Catalogue
(model, schema, ontology)
mapping
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
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Mapping �HL7 FHIR IPS
Reference Ontology
Mapping �BC registry
Other projects
AIDAVA SPHN SALUS
Precise4Q EUCAIM EHD2pilot
GDI BBMRI
SNOMED ontology framework
……
Requirements (operational & strategic)
edge Graph
Personal Health Knowledge Graph
Data Quality Checks
Correctness, Completeness, Consistency,
Reliability…..
Reference Ontology
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Recommendation 2. Standard ontology �across clinical practice and clinical research
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Establish an EU-wide (or broader) ontology for semantic interoperability, and corresponding schemas for data validation & data exchange.
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Recommendation 2. Standard ontology �across clinical practice and clinical research
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Reference Ontology
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
To support smooth deployment for all of IPS (and EEHRxF) we need:
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Coordination Team
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5/23/22
Michel Dumontier
Principal Investigator
Distinguished Professor
Maastricht University
FAIR Data and Services, Knowledge Graphs, Personalized Medicine
Isabelle de Zegher
Co-coordinator (clinical)
MD, MSc
Founder b!loba�Digital Health, Data Standards, Personal Health Data Sharing
Remzi Celebi
Coordinator (technical)
Researcher
Maastricht University
FAIR Data, Knowledge Graphs & Embeddings, Personalized Medicine
Gabrijela Radic �Project Management Office
Eurice GmbH
Day-to-day administrative, contractual, organisational management
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Thank you!
Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Schema layer �(from SPHN without ontology layer)
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Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.
Ontology Layer (example)
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Quantity
Unit
Value
Procedure
Agent
Site
Instrument
Subject
Time
Action
Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Health and Digital Executive Agency (HADEA). Neither the European Union nor the granting authority can be held responsible for them.