Predicting Clinical Diagnosis from Patients Electronic Health Records Using BERT-Based Neural Networks
Pavel Blinov, Manvel Avetisian, Vladimir Kokh, Dmitry Umerenkov, Alexander Tuzhilin
Topics & Concepts
Medical diagnosisComputer scienceArtificial intelligenceEncoderHealth recordsArtificial neural networkMachine learningDomain (mathematical analysis)Clinical diagnosisMedical recordTransformerRepresentation (politics)Medical classificationTask (project management)Data miningSequence (biology)Natural language processingMulticlass classificationRecurrent neural networkElectronic health recordLanguage modelClinical decision support systemContinuationF1 scoreDiagnosis codeDeep learningData modelingExternal Data RepresentationCoding (social sciences)Machine Learning in HealthcareTopic ModelingArtificial Intelligence in Healthcare