2017
Integrated precision medicine: the role of electronic health records in delivering personalized treatment
Sitapati A, Kim H, Berkovich B, Marmor R, Singh S, El‐Kareh R, Clay B, Ohno‐Machado L. Integrated precision medicine: the role of electronic health records in delivering personalized treatment. WIREs Mechanisms Of Disease 2017, 9 PMID: 28207198, PMCID: PMC5400726, DOI: 10.1002/wsbm.1378.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus Statements
2014
Natural Language Processing in Biomedicine: A Unified System Architecture Overview
Doan S, Conway M, Phuong T, Ohno-Machado L. Natural Language Processing in Biomedicine: A Unified System Architecture Overview. Methods In Molecular Biology 2014, 1168: 275-294. PMID: 24870142, DOI: 10.1007/978-1-4939-0847-9_16.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsNatural language processingNLP systemsLanguage processingClinical natural language processingBiomedical natural language processingClinical decision supportImportant data sourceArchitectural viewsStructured data fieldsArchitecture overviewData sharingNLP toolsGeneral architectureDecision supportKnowledge resourcesBackground knowledgeData fieldsCollaborative workSystem evaluationData sourcesCurrent research effortsElectronic medical recordsResearch effortsProcessingQuality assurance
2012
A patient-driven adaptive prediction technique to improve personalized risk estimation for clinical decision support
Jiang X, Boxwala A, El-Kareh R, Kim J, Ohno-Machado L. A patient-driven adaptive prediction technique to improve personalized risk estimation for clinical decision support. Journal Of The American Medical Informatics Association 2012, 19: e137-e144. PMID: 22493049, PMCID: PMC3392846, DOI: 10.1136/amiajnl-2011-000751.Peer-Reviewed Original Research
2007
10 Generation of knowledge for clinical decision support Statistical and machine learning techniques
Matheny M, Ohno-Machado L. 10 Generation of knowledge for clinical decision support Statistical and machine learning techniques. 2007, 227-248. DOI: 10.1016/b978-012369377-8/50011-8.ChaptersLearning techniquesMedical domainMachine learning techniquesAcceptance of computersClinical decision supportModeling methodAlternative modeling methodDecision supportBiomedical informaticsPopular examplePrediction modelGeneration of knowledgeTheoretical justificationRapid paceRegression techniquesTechnological advancesComputerInformaticsMachineBest modelTechniqueDomainClassificationModelKnowledge