2024
Mapping Clinical Documents to the Logical Observation Identifiers, Names and Codes (LOINC) Document Ontology using Electronic Health Record Systems Structured Metadata.
Khan H, Mosa A, Paka V, Rana M, Mandhadi V, Islam S, Xu H, McClay J, Sarker S, Rao P, Waitman L. Mapping Clinical Documents to the Logical Observation Identifiers, Names and Codes (LOINC) Document Ontology using Electronic Health Record Systems Structured Metadata. AMIA Annual Symposium Proceedings 2024, 2023: 1017-1026. PMID: 38222329, PMCID: PMC10785913.Peer-Reviewed Original ResearchMeSH KeywordsDocumentationElectronic Health RecordsHumansLogical Observation Identifiers Names and CodesMetadataConceptsDocument ontologyElectronic health recordsBag-of-words approachNatural language processing techniquesFree-text documentsLanguage processing techniquesClinical documentationLogical Observation IdentifiersText documentsStructured metadataWords approachComputational scalabilityMetadataHealth recordsEHR documentationElectronic health record fieldsProcessing techniquesOntologyDocumentsAutomated pipelineNLPScalabilityClinical careFrameworkLOINCStandardizing Multi-site Clinical Note Titles to LOINC Document Ontology: A Transformer-based Approach.
Zuo X, Zhou Y, Duke J, Hripcsak G, Shah N, Banda J, Reeves R, Miller T, Waitman L, Natarajan K, Xu H. Standardizing Multi-site Clinical Note Titles to LOINC Document Ontology: A Transformer-based Approach. AMIA Annual Symposium Proceedings 2024, 2023: 834-843. PMID: 38222429, PMCID: PMC10785935.Peer-Reviewed Original ResearchMeSH KeywordsElectronic Health RecordsHumansInformation Storage and RetrievalLogical Observation Identifiers Names and CodesSemantics
2021
Normalizing Clinical Document Titles to LOINC Document Ontology: an Initial Study.
Zuo X, Li J, Zhao B, Zhou Y, Dong X, Duke J, Natarajan K, Hripcsak G, Shah N, Banda J, Reeves R, Miller T, Xu H. Normalizing Clinical Document Titles to LOINC Document Ontology: an Initial Study. AMIA Annual Symposium Proceedings 2021, 2020: 1441-1450. PMID: 33936520, PMCID: PMC8075502.Peer-Reviewed Original ResearchLogical Observation Identifiers Names and Codes