6533b82efe1ef96bd1293c97
RESEARCH PRODUCT
Conceptual graph operations for formal visual reasoning in the medical domain
Germaine Tchuenté-foguemBernard Kamsu-foguemClovis Foguemsubject
VocabularyKnowledge representation and reasoningComputer sciencemedia_common.quotation_subjectBiomedical EngineeringBiophysicsHeart failurecomputer.software_genreVisual reasoning[INFO.INFO-IM]Computer Science [cs]/Medical ImagingClinical guidelines and protocolsGraphical user interfacemedia_commonImagerie médicalebusiness.industryVisual reasoningFormal semanticsDiagrammatic reasoningConceptual graphsKnowledge representationConceptual graphGraph (abstract data type)Artificial intelligenceUser interfacebusinesscomputerNatural language processingdescription
International audience; Objective - Conceptual graphs (CGs) are used to represent clinical guidelines because they support visual reasoning with a logical background, making them a potentially valuable representation for guidelines.Materials and methods - Conceptual graph formalism has an essential and basic component: a formal vocabulary that drives all of the other mechanisms, notably specialization and projection. The graph's theoretical operations, such as projection, rules, derivation, constraints, probabilities and uncertainty, support diagrammatic reasoning.Results - A conceptual graph's graphical user interface includes a multilingual vocabulary management, some query and decision-making facilities and visual graph representations that are simple and interesting for user interactions. The described proposition using the Conceptual Graph user interface (CoGui) improves the performance of the actors in the diagnostic context of heart failure with preserved ejection fraction.Discussion - CGs capture the essential features of the medical processes underlying clinical reasoning. CGs are indeed useful as a way for the physician to represent guidelines, and well-defined semantic representations allow users to have a maximal understanding of the knowledge reasoning process.Conclusion - CG operations of visual representations that uncover some of the actual complexities of clinicians’ reasoning have been tested in clinical guideline comprehension and used to translate text and diagrammatic guidelines into computer interpretable representations.
year | journal | country | edition | language |
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2014-10-01 |