Related Experiment Videos
iSMART: Ontology-based Semantic query of CDA documents
Shengping Liu1, Yuan Ni, Jing Mei
1IBM China Research Laboratory, ZGC Software Park 19A, Beijing 100193, China.
AMIA ... Annual Symposium Proceedings. AMIA Symposium
|March 31, 2010
Summary
We developed iSMART, a system for semantic query of electronic clinical documents (CDA). It extracts clinical information, uses SNOMED CT ontology, and enables advanced retrieval of Health Level 7 Clinical Document Architecture records.
Area of Science:
- Health Informatics
- Medical Ontology
- Clinical Document Architecture
Background:
- Health Level 7 Clinical Document Architecture (CDA) is a standard for electronic clinical documents.
- CDA documents contain rich ontological references enabling semantic querying.
- Existing retrieval methods may not fully leverage the semantic richness of CDA.
Purpose of the Study:
- To present iSMART (interactive Semantic MedicAl Record reTrieval), a prototype system for ontology-based semantic query of CDA documents.
- To demonstrate the feasibility of extracting and querying clinical information from CDA using ontologies.
Main Methods:
- Clinical information from CDA documents is extracted into RDF triples.
- An ontology reasoner infers additional information using SNOMED CT.
- An RDF query engine facilitates semantic queries.
Main Results:
- The iSMART system successfully extracts and semantically queries clinical information from CDA documents.
- Ontology reasoning enriches the retrieved data by incorporating SNOMED CT knowledge.
- The system was evaluated using real clinical documents.
Conclusions:
- iSMART provides an effective approach for ontology-based semantic retrieval of CDA documents.
- Leveraging SNOMED CT enhances the depth and accuracy of clinical information retrieval.
- The prototype demonstrates the potential for advanced querying of electronic health records.
Related Concept Videos
Schemas
A schema is a mental construct consisting of a cluster or collection of related concepts (Bartlett, 1932). There are many different types of schemata, and they all have one thing in common: schemata are a method of organizing information that allows the brain to work more efficiently. When a schema is activated, the brain makes immediate assumptions about the person or object being observed.
SBAR I: Understanding the Concept
Effective communication among healthcare professionals during hand-off reporting is essential to delivering safe and continuous patient care. Common professional interactions include reports to healthcare team members, hand-off, and transfer reports. Nurses routinely report information to other healthcare team members and also urgently contact healthcare providers to report changes in patient status.
Standardized methods of communication have been developed to ensure that information is...
Standardized methods of communication have been developed to ensure that information is...
Isomerism
Isomers are molecules with the same molecular formula but different structural arrangements. Isomers can be further classified into constitutional isomers and stereoisomers. Constitutional isomers differ in the connectivity of their constituent atoms. For example, 2-butanol and diethyl ether are constitutional isomers, as they have the same chemical formula, C4H10O, but differ in the connectivity of the carbon and oxygen atoms. Constitutional isomers have different physical and chemical...
Impact of Schemas
Schemas are cognitive structures that provide a framework for interpreting and organizing social information. They help individuals navigate complex environments by offering expectations about people, events, and behaviors. Schemas influence attention, encoding, and retrieval processes, thereby shaping the entire trajectory of information processing in social contexts.Attention and Cognitive LoadDuring initial attention, schemas function as filters that prioritize schema-consistent information,...
Cognitivism
Cognitive psychology emerged as a significant field in the mid-20th century. It focused on understanding humans' internal mental processes. This approach emphasizes how people perceive, remember, think, and solve problems—elements critical to human cognition.
Previously dominated by behaviorism, which prioritized observable behaviors and largely ignored mental processes, psychology transformed in the 1950s. Cognitive psychologists argue that understanding how we think and process information is...
Previously dominated by behaviorism, which prioritized observable behaviors and largely ignored mental processes, psychology transformed in the 1950s. Cognitive psychologists argue that understanding how we think and process information is...
Natural and Artificial Concepts
In psychology, concepts can be divided into two categories: natural and artificial. Natural concepts are formed through direct or indirect experiences. For example, consider the concept of snow. If you live in a place with regular snowfall, such as Essex Junction, Vermont, you know snow through direct experiences. You’ve seen it fall, touched it, shoveled it, and played in it. You recognize its texture, appearance, and even its smell. In contrast, if you live on an island like Saint Vincent in...