2024
PubMed Computed Authors in 2024: an open resource of disambiguated author names in biomedical literature
Tian S, Chen Q, Comeau D, Wilbur W, Lu Z. PubMed Computed Authors in 2024: an open resource of disambiguated author names in biomedical literature. Bioinformatics 2024, btae672. PMID: 39520405, DOI: 10.1093/bioinformatics/btae672.Peer-Reviewed Original ResearchAuthor name disambiguationAuthor namesBiomedical literature searchWeb APIsEnhancement algorithmAuthority datasetsQueryBiomedical literatureDatasetAuthors' algorithmImproved accuracyIndividual researchersAlgorithmPubMed articlesSupplementary dataDisambiguationORCIDLiterature retrievalDownloadRetrievalWebAPIComprehensive datasetBioinformaticsPubTator 3.0: an AI-powered literature resource for unlocking biomedical knowledge
Wei C, Allot A, Lai P, Leaman R, Tian S, Luo L, Jin Q, Wang Z, Chen Q, Lu Z. PubTator 3.0: an AI-powered literature resource for unlocking biomedical knowledge. Nucleic Acids Research 2024, 52: w540-w546. PMID: 38572754, PMCID: PMC11223843, DOI: 10.1093/nar/gkae235.Peer-Reviewed Original ResearchState-of-the-art AI techniquesState-of-the-artComplex information needsAdvanced search capabilitiesPairs queriesEntity relationsRetrieval qualitySearch capabilityAI techniquesLiterature resourcesPubTatorInformation needsPubMed abstractsBiomedical literatureOnline interfaceLarge-scale analysisGenetic variantsBiomedical knowledgeAPIScientific discoveryComprehensive setChatGPTQueryVerifiabilityRetrieval
2023
MedCPT: Contrastive Pre-trained Transformers with large-scale PubMed search logs for zero-shot biomedical information retrieval
Jin Q, Kim W, Chen Q, Comeau D, Yeganova L, Wilbur W, Lu Z. MedCPT: Contrastive Pre-trained Transformers with large-scale PubMed search logs for zero-shot biomedical information retrieval. Bioinformatics 2023, 39: btad651. PMID: 37930897, PMCID: PMC10627406, DOI: 10.1093/bioinformatics/btad651.Peer-Reviewed Original ResearchConceptsInformation retrievalIR tasksUser click logsSemantic information retrievalBiomedical information retrievalBiomedical knowledge acquisitionPre-trained TransformerClinical decision supportClick logsSearch logsContrastive learningLexical matchingArt performanceIR systemsSemantic retrievalBiomedical articlesDecision supportSentence representationModel encoderKnowledge acquisitionLarge modelsSemantic evaluationRetrievalTransformer modelUnprecedented scale
2021
Artificial Intelligence in Action: Addressing the COVID-19 Pandemic with Natural Language Processing
Chen Q, Leaman R, Allot A, Luo L, Wei C, Yan S, Lu Z. Artificial Intelligence in Action: Addressing the COVID-19 Pandemic with Natural Language Processing. Annual Review Of Biomedical Data Science 2021, 4: 1-27. PMID: 34465169, DOI: 10.1146/annurev-biodatasci-021821-061045.Peer-Reviewed Original ResearchConceptsNatural language processingArtificial intelligenceLanguage processingInformation needsLiterature-based discoveryInformation retrievalEntity recognitionMisinformation detectionInformation overloadNLP studiesNLP tasksEmotion analysisTopic modelingCOVID-19 pandemicIntelligenceAdditional tasksHuman languagePublic health measuresTaskHealth measuresProcessingSerious health effectsHealth effectsRetrievalDataset
2019
LitSense: making sense of biomedical literature at sentence level
Allot A, Chen Q, Kim S, Alvarez R, Comeau D, Wilbur W, Lu Z. LitSense: making sense of biomedical literature at sentence level. Nucleic Acids Research 2019, 47: w594-w599. PMID: 31020319, PMCID: PMC6602490, DOI: 10.1093/nar/gkz289.Peer-Reviewed Original ResearchConceptsFirst web-based systemFilter search resultsNeural embedding approachBiomedical literatureUser-friendly interfaceWeb-based systemTerm-weighting approachUser queriesQuery formulationUnified accessKeyword matchesBiomedical entitiesSentence retrievalResults visualizationSearch resultsEmbedding approachCurrent toolsQueriesRetrievalSentence levelRare termsRelevant resultsSignificant effortsPrevious knowledgePubTator