2019
Comparison of Machine Learning Methods With National Cardiovascular Data Registry Models for Prediction of Risk of Bleeding After Percutaneous Coronary Intervention
Mortazavi BJ, Bucholz EM, Desai NR, Huang C, Curtis JP, Masoudi FA, Shaw RE, Negahban SN, Krumholz HM. Comparison of Machine Learning Methods With National Cardiovascular Data Registry Models for Prediction of Risk of Bleeding After Percutaneous Coronary Intervention. JAMA Network Open 2019, 2: e196835. PMID: 31290991, PMCID: PMC6624806, DOI: 10.1001/jamanetworkopen.2019.6835.Peer-Reviewed Original ResearchConceptsPercutaneous coronary interventionMajor bleedingC-statisticCoronary interventionMAIN OUTCOMEIndex percutaneous coronary interventionSubsequent coronary artery bypassPercutaneous coronary intervention (PCI) proceduresHospital major bleedingMajor bleeding ratesNationwide clinical registryCoronary artery bypassCoronary intervention proceduresComparative effectiveness studiesRisk score modelComplexity of presentationMean c-statisticCoronary angiography dataRegistry modelNCDR modelsArtery bypassBleeding eventsPrediction of riskClinical variablesBleeding rate
2013
Cardiovascular Care Facts A Report From the National Cardiovascular Data Registry: 2011
Masoudi FA, Ponirakis A, Yeh RW, Maddox TM, Beachy J, Casale PN, Curtis JP, De Lemos J, Fonarow G, Heidenreich P, Koutras C, Kremers M, Messenger J, Moussa I, Oetgen WJ, Roe MT, Rosenfield K, Shields TP, Spertus JA, Wei J, White C, Young CH, Rumsfeld JS. Cardiovascular Care Facts A Report From the National Cardiovascular Data Registry: 2011. Journal Of The American College Of Cardiology 2013, 62: 1931-1947. PMID: 24036027, DOI: 10.1016/j.jacc.2013.05.099.Peer-Reviewed Original ResearchConceptsQuality of careACTION Registry-GWTGCardiovascular diseasePatient outcomesAcute coronary syndromePercutaneous coronary interventionImportant patient outcomesImplantable cardioverter defibrillatorNational registry programMeasure of ProcessesNCDR modelsPINNACLE RegistryCoronary syndromeCarotid revascularizationCathPCI RegistryClinical characteristicsCoronary interventionCare registriesRegistry programLeading causeCardiovascular careCardioverter defibrillatorPatientsRegistryHospital