2021
LitSuggest: a web-based system for literature recommendation and curation using machine learning
Allot A, Lee K, Chen Q, Luo L, Lu Z. LitSuggest: a web-based system for literature recommendation and curation using machine learning. Nucleic Acids Research 2021, 49: w352-w358. PMID: 33950204, PMCID: PMC8262723, DOI: 10.1093/nar/gkab326.Peer-Reviewed Original ResearchConceptsNatural language processingWeb-based systemQuery methodSearch systemSearch queriesMachine learningWeb serverCuration servicesAdvanced machineUser projectsLanguage processingClassification resultsTraining corpusSingle interfaceUsersBiomedical researchersCollaborative analysisHigh accuracyLiterature recommendationsPubMed articlesMachineCurationComputational methodsSpecialized knowledgeKeywords
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