2020
The Promise of Big Data and Digital Solutions in Building a Cardiovascular Learning System: Opportunities and Barriers.
Mori M, Khera R, Lin Z, Ross JS, Schulz W, Krumholz HM. The Promise of Big Data and Digital Solutions in Building a Cardiovascular Learning System: Opportunities and Barriers. Methodist DeBakey Cardiovascular Journal 2020, 16: 212-219. PMID: 33133357, PMCID: PMC7587314, DOI: 10.14797/mdcj-16-3-212.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsLearning health systemLearning systemCommon data modelDynamic learning systemAdvanced analyticsBig dataData assetsData modelDigital solutionsCustomer interactionContinuous learningKnowledge generationEffective useConceptual modelAnalyticsSystemGoogleHealth systemLearningComparable scaleModelDataCompaniesQuality of primary health care in China: challenges and recommendations
Li X, Krumholz HM, Yip W, Cheng KK, De Maeseneer J, Meng Q, Mossialos E, Li C, Lu J, Su M, Zhang Q, Xu DR, Li L, Normand ST, Peto R, Li J, Wang Z, Yan H, Gao R, Chunharas S, Gao X, Guerra R, Ji H, Ke Y, Pan Z, Wu X, Xiao S, Xie X, Zhang Y, Zhu J, Zhu S, Hu S. Quality of primary health care in China: challenges and recommendations. The Lancet 2020, 395: 1802-1812. PMID: 32505251, PMCID: PMC7272159, DOI: 10.1016/s0140-6736(20)30122-7.Peer-Reviewed Original ResearchConceptsPrimary health care systemHealth care systemPrimary health carePublic health servicesClinical careHealth servicesPrimary health care physiciansPrimary health care practitionersPrimary health care institutionsBasic public health servicesHealth care physiciansHealth careCoronavirus disease 2019Entire health care systemHealth care practitionersHigh-value careLearning health systemChronic diseasesDisease 2019Health care institutionsInfectious diseasesHealth systemCare systemCareSuboptimal education
2016
Data Acquisition, Curation, and Use for a Continuously Learning Health System: A Vital Direction for Health and Health Care
Krumholz H, Bourne P, Kuntz R, Paz H, Terry S, Waldstreicher J. Data Acquisition, Curation, and Use for a Continuously Learning Health System: A Vital Direction for Health and Health Care. NAM Perspectives 2016, 6 DOI: 10.31478/201609w.Peer-Reviewed Original Research
2014
Big Data And New Knowledge In Medicine: The Thinking, Training, And Tools Needed For A Learning Health System
Krumholz HM. Big Data And New Knowledge In Medicine: The Thinking, Training, And Tools Needed For A Learning Health System. Health Affairs 2014, 33: 1163-1170. PMID: 25006142, PMCID: PMC5459394, DOI: 10.1377/hlthaff.2014.0053.Peer-Reviewed Original ResearchConceptsBig dataNext-generation analyticsHealth care dataNew data sourcesAdvanced analyticsData meaningLearning health systemInformation needsUnmet information needsMassive quantitiesData sourcesHealth policy makersComplexity of patientsAnalyticsLearning health care systemComparative effectiveness researchHealth care systemPopulation health researchKnowledge generationCare dataHealth systemPatientsCare systemEffectiveness researchHealth research