2003
Text mining neuroscience journal articles to populate neuroscience databases
Crasto CJ, Marenco LN, Migliore M, Mao B, Nadkarni PM, Miller P, Shepherd GM. Text mining neuroscience journal articles to populate neuroscience databases. Neuroinformatics 2003, 1: 215-237. PMID: 15046245, DOI: 10.1385/ni:1:3:215.Peer-Reviewed Original ResearchConceptsNeuroscience databasesNatural language textPre-processing stepDatabase architectureLanguage textRetrieval resultsDatabase keywordsSemantic contextBibliography databasesNeuroscience articlesTest setTwo-step approachFirst stepDatabaseExpertsArchitectureSoftwareKnowledgebaseSecond stepNeuroscienceSenseLabKeywordsContinual improvementStepAccuracy
2001
Use of General-purpose Negation Detection to Augment Concept Indexing of Medical Documents
Mutalik P, Deshpande A, Nadkarni P. Use of General-purpose Negation Detection to Augment Concept Indexing of Medical Documents. Journal Of The American Medical Informatics Association 2001, 8: 598-609. PMID: 11687566, PMCID: PMC130070, DOI: 10.1136/jamia.2001.0080598.Peer-Reviewed Original ResearchConceptsNegation detectionMedical documentsUMLS conceptsProgramming language compilersFinite state machinesLanguage compilerConcept indexingMedical narrativesContext-free grammarsConcept matchingLexical scannerAbsence of negationDifferent test setsFormal languageState machinesRegular expressionsReliability of detectionDiverse training setConcept IDsTraining setParserHuman observationTest setLarge setHuman observers