Terminology ManagementEngineeringMeasurementDiagnosisArea TaxonomySemantic WebSemanticsSnomed CtCorpus LinguisticsText MiningAuditingUniform TerminologyInformation RetrievalData ScienceData MiningBiostatisticsClinical ChemistryLaboratory MedicineStatisticsMedical Error PreventionReliabilityKnowledge DiscoveryTerminology ExtractionInformation ManagementHuman ErrorFormal Concept AnalysisKnowledge ContentError AnalysisForensic ToxicologyPatient SafetyMedicineLinguisticsError Concentrations
Two high-level abstraction networks for the knowledge content of a terminology, known respectively as the "area taxonomy" and "p-area taxonomy," have previously been defined. Both are derived automatically from partitions of the terminology's concepts. An important application of these networks is in auditing, where a number of systematic regimens have been formulated utilizing them. In particular, the taxonomies tend to highlight certain kinds of concept groups where errors are more likely to be found. Using results garnered from applications of our auditing regimens to SNOMED CT, an investigation into the concentration of errors among such groups is carried out. Three hypotheses pertaining to the error distributions are put forth. The results support the fact that certain groups presented by the taxonomies show higher error percentages as compared to other groups. The bootstrap is used to assess their statistical significance. This knowledge will help direct auditing efforts to increase their impact.
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Ontology-based error detection in SNOMED-CT.
Werner Ceusters, Barry Smith, Anand Kumar et al. · PhilPapers (PhilPapers Foundation) · 2004 · 97 citations
Structural methodologies for auditing SNOMED
Yue Wang, Michael Halper, Hua Min et al. · Journal of Biomedical Informatics · 2006 · 91 citations
Auditing as Part of the Terminology Design Life Cycle
Hua Min, Yehoshua Perl, Yan Chen et al. · Journal of the American Medical Informatics Association · 2006 · 89 citations · Full text
Investigating subsumption in DL-based terminologies: a case study in SNOMED CT
Olivier Bodenreider, Barry Smith, Anand Kumar et al. · 2004 · 47 citations