Improving model transferability for clinical note section classification models using continued pretraining
Zhou W, Yetisgen M, Afshar M, Gao Y, Savova G, Miller T. Improving model transferability for clinical note section classification models using continued pretraining. Journal Of The American Medical Informatics Association 2023, 31: 89-97. PMID: 37725927, PMCID: PMC10746297, DOI: 10.1093/jamia/ocad190.Peer-Reviewed Original ResearchConceptsClinical note sectionsIn-domainClassification modelNatural language processing tasksNeural network-based methodTemporal information extractionLanguage processing tasksDrop of accuracyBERT-based modelsNetwork-based methodsInformation extractionCross-domainModel transferabilityF1 scoreProcessing tasksSocial determinantsBaseline modelPretrainingClassificationImprove model transferabilityNotes sectionModel performanceAccuracyImproved modelDataset
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