2018
Identifying direct temporal relations between time and events from clinical notes
Lee H, Zhang Y, Jiang M, Xu J, Tao C, Xu H. Identifying direct temporal relations between time and events from clinical notes. BMC Medical Informatics And Decision Making 2018, 18: 49. PMID: 30066643, PMCID: PMC6069692, DOI: 10.1186/s12911-018-0627-5.Peer-Reviewed Original ResearchClinical Named Entity Recognition Using Deep Learning Models.
Wu Y, Jiang M, Xu J, Zhi D, Xu H. Clinical Named Entity Recognition Using Deep Learning Models. AMIA Annual Symposium Proceedings 2018, 2017: 1812-1819. PMID: 29854252, PMCID: PMC5977567.Peer-Reviewed Original ResearchMeSH KeywordsDatasets as TopicDeep LearningMedical RecordsNatural Language ProcessingNeural Networks, ComputerConceptsClinical Named Entity RecognitionNamed Entity RecognitionDeep learning modelsConvolutional neural networkClinical NER systemRecurrent neural networkNeural networkLearning modelEntity recognitionRNN modelNER systemDeep neural network architecturePopular deep learning architecturesNatural language processing tasksUnsupervised learning featuresConditional random field modelAutomatic feature learningDeep learning architectureClinical NER tasksDeep neural networksNeural network architectureClinical concept extractionLanguage processing tasksFeature learningLearning architectureInteractive medical word sense disambiguation through informed learning
Wang Y, Zheng K, Xu H, Mei Q. Interactive medical word sense disambiguation through informed learning. Journal Of The American Medical Informatics Association 2018, 25: 800-808. PMID: 29584896, PMCID: PMC6658868, DOI: 10.1093/jamia/ocy013.Peer-Reviewed Original Research
2012
A new clustering method for detecting rare senses of abbreviations in clinical notes
Xu H, Wu Y, Elhadad N, Stetson P, Friedman C. A new clustering method for detecting rare senses of abbreviations in clinical notes. Journal Of Biomedical Informatics 2012, 45: 1075-1083. PMID: 22742938, PMCID: PMC3729222, DOI: 10.1016/j.jbi.2012.06.003.Peer-Reviewed Original Research
2008
Methods for Building Sense Inventories of Abbreviations in Clinical Notes
Xu H, Stetson P, Friedman C. Methods for Building Sense Inventories of Abbreviations in Clinical Notes. Journal Of The American Medical Informatics Association 2008, 16: 103-108. PMID: 18952935, PMCID: PMC2605589, DOI: 10.1197/jamia.m2927.Peer-Reviewed Original Research
2004
Facilitating cancer research using natural language processing of pathology reports.
Xu H, Anderson K, Grann V, Friedman C. Facilitating cancer research using natural language processing of pathology reports. 2004, 107: 565-72. PMID: 15360876.Peer-Reviewed Original Research