An application-based ontological knowledge base of medications to support health literacy and adherence for the consumer population: an aging population use case
Clifford Chen, Cui Tao, Rebecca L. Mauldin, Kirk Roberts, Muhammad Amith, Renata Komalasari
Journal of Biomedical Semantics
Problems Identified (5)
Medication non-adherence in geriatrics: The geriatric population is vulnerable to medication non-adherence, which can increase morbidity, mortality, and resource waste.
Poor health literacy: Poor health literacy is identified as one multifactorial reason for patient medication non-adherence.
Patient medication information needs: Consumer and geriatric patients need drug information concepts that can support patient-directed medication tools.
Medication non-adherence in geriatrics: The geriatric population is vulnerable to medication non-adherence, which can increase morbidity, mortality, and resource waste.
Poor health literacy: Poor health literacy is identified as one multifactorial reason for patient medication non-adherence.
Proposed Solutions (5)
Patient-centric Drug Knowledge Graph: The authors created a patient-directed drug information knowledge graph using patient-directed resources and the Vaccine Information Statement Ontology.
Medication-specific PcDKG instances: The authors created five knowledge graph instances under the PcDKG framework for common geriatric medications.
SPARQL question-based coverage assessment: The authors converted common patient questions into SPARQL queries to assess the model's coverage.
Patient-centric Drug Knowledge Graph: The authors created a patient-directed drug information knowledge graph using patient-directed resources and the Vaccine Information Statement Ontology.
Medication-specific PcDKG instances: The authors created five knowledge graph instances under the PcDKG framework for common geriatric medications.
Results (3)
PcDKG size reported:
Five medication graph instances created:
First consumer drug-needs KG claim:
Research Domain
Biomedical semantics / consumer medication knowledge graphs