2017
Feasibility of Representing Data from Published Nursing Research Using the OMOP Common Data Model.
Kim H, Choi J, Jang I, Quach J, Ohno-Machado L. Feasibility of Representing Data from Published Nursing Research Using the OMOP Common Data Model. AMIA Annual Symposium Proceedings 2017, 2016: 715-723. PMID: 28269868, PMCID: PMC5333244.Peer-Reviewed Original ResearchConceptsOMOP Common Data ModelNursing intervention protocolPatient reported outcomesCommon data modelReported outcomesDrug treatmentIntervention protocolUnique data itemsNursing articlesData modelNursing researchHealth dataPotential information lossData discoveryUse casesData itemsRepresenting DataFollowInformation lossDisease
2014
Big Data In Health Care: Using Analytics To Identify And Manage High-Risk And High-Cost Patients
Bates D, Saria S, Ohno-Machado L, Shah A, Escobar G. Big Data In Health Care: Using Analytics To Identify And Manage High-Risk And High-Cost Patients. Health Affairs 2014, 33: 1123-1131. PMID: 25006137, DOI: 10.1377/hlthaff.2014.0041.Commentaries, Editorials and LettersConceptsBig dataClinical analyticsPrivacy concernsUse casesElectronic health recordsAnalyticsTypes of dataHealth recordsTypes of insightsNecessary analysisSupport of researchHigh-cost patientsUnprecedented opportunityMonitoring devicesCostHealth careAlgorithmMultiple organ systemsRapid progressInfrastructureUS health care systemHealth care systemSystemAdverse eventsClinical datapSCANNER: patient-centered Scalable National Network for Effectiveness Research
Ohno-Machado L, Agha Z, Bell D, Dahm L, Day M, Doctor J, Gabriel D, Kahlon M, Kim K, Hogarth M, Matheny M, Meeker D, Nebeker J, team T, Resnic F, Khodyakov D, Armstead L, Nagler T, Morley S, Anderson N, Cooper D, Phillips D, Heber D, Li Z, Ong M, Patel A, Zachariah M, Burns J, Daniels L, Doan S, Farcas C, Germann-Kurtz R, Jiang X, Kim H, Paul P, Taras H, Tremoulet A, Wang S, Zhu W, Berman D, Rizk-Jackson A, D’Arcy M, Kesselman C, Knight T, Pearlman L, Heidenreich P, Rifkin D, Stepnowsky C, Zamora T, DuVall S, Frey L, Scehnet J, Sauer B, Facelli J, Gouripeddi R, Denton J, FitzHenry F, Fly J, Messina V, Minter F, Nookala L, Sullivan H, Speroff T, Westerman D. pSCANNER: patient-centered Scalable National Network for Effectiveness Research. Journal Of The American Medical Informatics Association 2014, 21: 621-626. PMID: 24780722, PMCID: PMC4078293, DOI: 10.1136/amiajnl-2014-002751.Peer-Reviewed Original ResearchConceptsInitial use caseCommon data modelPatient Centered Outcomes Research InstituteHealth information exchange dataComputing infrastructuresFederated networkUse casesDistributed systemData modelComputation modelExchange dataPatient-powered research networksCommunity-based outpatient clinicsNetworkCongestive heart failureOutcomes Research InstituteEffectiveness researchAsynchronous modeHealth services researchersKawasaki diseaseHeart failureOutpatient clinicVA InformaticsAmbulatory careNational network
2013
Development of a Privacy and Security Policy Framework for a Multistate Comparative Effectiveness Research Network
Kim K, McGraw D, Mamo L, Ohno-Machado L. Development of a Privacy and Security Policy Framework for a Multistate Comparative Effectiveness Research Network. Medical Care 2013, 51: s66-s72. PMID: 23774516, DOI: 10.1097/mlr.0b013e31829b1d9f.Peer-Reviewed Original Research
2012
SHARE: system design and case studies for statistical health information release
Gardner J, Xiong L, Xiao Y, Gao J, Post A, Jiang X, Ohno-Machado L. SHARE: system design and case studies for statistical health information release. Journal Of The American Medical Informatics Association 2012, 20: 109-116. PMID: 23059729, PMCID: PMC3555328, DOI: 10.1136/amiajnl-2012-001032.Peer-Reviewed Original ResearchConceptsDifferential privacy frameworkPrivacy frameworkDifferential privacyMultidimensional histogramsReal medical datasetsMedical data warehouseOriginal data distributionInformation releaseHigh-dimensional dataBreast cancer datasetPattern queriesMedical datasetsElectronic medical record datasetHeterogeneous dataData warehouseUse casesElectronic health recordsMedical domainBiomedical dataThree-dimensional data cubeArt methodsData distributionMedical dataDimensional dataData cube