2022
Comprehensively identifying Long Covid articles with human-in-the-loop machine learning
Leaman R, Islamaj R, Allot A, Chen Q, Wilbur W, Lu Z. Comprehensively identifying Long Covid articles with human-in-the-loop machine learning. Patterns 2022, 4: 100659. PMID: 36471749, PMCID: PMC9712067, DOI: 10.1016/j.patter.2022.100659.Peer-Reviewed Original Research
2021
Benchmarking Effectiveness and Efficiency of Deep Learning Models for Semantic Textual Similarity in the Clinical Domain: Validation Study
Chen Q, Rankine A, Peng Y, Aghaarabi E, Lu Z. Benchmarking Effectiveness and Efficiency of Deep Learning Models for Semantic Textual Similarity in the Clinical Domain: Validation Study. JMIR Medical Informatics 2021, 9: e27386. PMID: 34967748, PMCID: PMC8759018, DOI: 10.2196/27386.Peer-Reviewed Original ResearchSemantic textual similarityConvolutional neural networkDeep learning modelsReal-time applicationsDL modelsSentence pairsNeural networkTextual similarityBERT modelNational Natural Language Processing Clinical ChallengesLearning modelNatural language processingAverage Pearson correlationData setsDifferent similarity levelsInference timeGeneralization capabilityManual annotationLanguage processingPearson correlationEnsemble modelWord orderTime efficiencyNegation termsTraining set