2023
FinFax: Fast Interpretation of Fax with NLP
Anjum O, Chen L, Denlinger R, Anam E, Dongsheng Y, Wooldridge C, Citardi M, Zhang J, Xu H, Jiang X. FinFax: Fast Interpretation of Fax with NLP. 2023, 1-2. DOI: 10.1145/3584371.3613019.Peer-Reviewed Original ResearchEnd systemCritical medical informationElectronic health record systemsHealth record systemsReal-life applicationsVital clinical dataFirst endManual processingInformation exchangeHealthcare organizationsOverall workflowHealth recordsMedical informationRecord systemWorkflowFinal outputFast interpretationFaxAcademic environmentInformationPertinent informationMultiple solutionsProcessingReal-life hospital settingsNLP
2021
From Tokenization to Self-Supervision: Building a High-Performance Information Extraction System for Chemical Reactions in Patents
Wang J, Ren Y, Zhang Z, Xu H, Zhang Y. From Tokenization to Self-Supervision: Building a High-Performance Information Extraction System for Chemical Reactions in Patents. Frontiers In Research Metrics And Analytics 2021, 6: 691105. PMID: 35005421, PMCID: PMC8727901, DOI: 10.3389/frma.2021.691105.Peer-Reviewed Original ResearchEvent extractionEntity recognitionNatural language processing techniquesAccurate information extractionInformation extraction systemLanguage processing techniquesKnowledge-based rulesInformation extractionAutomatic toolEnd systemArt resultsSemantic rolesLanguage modelSelf-SupervisionFree textChemical patentsSubtask 1Reaction extractionDifferent semantic rolesHybrid approachEvent triggersProcessing techniquesSubtasksTokenizationHigh performance
2016
CD-REST: a system for extracting chemical-induced disease relation in literature
Xu J, Wu Y, Zhang Y, Wang J, Lee H, Xu H. CD-REST: a system for extracting chemical-induced disease relation in literature. Database 2016, 2016: baw036. PMID: 27016700, PMCID: PMC4808251, DOI: 10.1093/database/baw036.Peer-Reviewed Original ResearchConceptsChemical-induced disease relationsWeb servicesBiomedical literatureEntity recognitionMachine learning-based approachLearning-based approachHTTP POST requestRelation extraction systemVector space modelConditional Random FieldsSupport vector machineRelation extraction moduleVast biomedical literatureDisease relation extractionChemical-induced disease relation extractionExtraction moduleDisease relationsAutomatic extractionEnd systemPOST requestRelation extractionNormalization moduleVector machineBioCreative VDemonstration system