2019
Association Between Medication Adherence and 1‐Year Major Cardiovascular Adverse Events After Acute Myocardial Infarction in China
Shang P, Liu GG, Zheng X, Ho PM, Hu S, Li J, Jiang Z, Li X, Bai X, Gao Y, Xing C, Wang Y, Normand S, Krumholz HM. Association Between Medication Adherence and 1‐Year Major Cardiovascular Adverse Events After Acute Myocardial Infarction in China. Journal Of The American Heart Association 2019, 8: e011793. PMID: 31057004, PMCID: PMC6512098, DOI: 10.1161/jaha.118.011793.Peer-Reviewed Original ResearchConceptsAcute myocardial infarctionMedication adherencePoor adherenceGood adherenceAdverse eventsMyocardial infarctionGuideline-directed medical therapyMajor cardiovascular adverse eventsCardiovascular adverse eventsCardiovascular event riskLow education levelMore comorbiditiesCardiovascular eventsCardiovascular medicationsSecondary preventionCommon medicationsMedical therapyAMI outcomesAMI patientsCommon reasonCox modelLower riskMedicationsPatientsEvent risk
2018
Enhancing the prediction of acute kidney injury risk after percutaneous coronary intervention using machine learning techniques: A retrospective cohort study
Huang C, Murugiah K, Mahajan S, Li SX, Dhruva SS, Haimovich JS, Wang Y, Schulz WL, Testani JM, Wilson FP, Mena CI, Masoudi FA, Rumsfeld JS, Spertus JA, Mortazavi BJ, Krumholz HM. Enhancing the prediction of acute kidney injury risk after percutaneous coronary intervention using machine learning techniques: A retrospective cohort study. PLOS Medicine 2018, 15: e1002703. PMID: 30481186, PMCID: PMC6258473, DOI: 10.1371/journal.pmed.1002703.Peer-Reviewed Original ResearchMeSH KeywordsAcute Kidney InjuryAgedClinical Decision-MakingData MiningDecision Support TechniquesFemaleHumansMachine LearningMaleMiddle AgedPercutaneous Coronary InterventionProtective FactorsRegistriesReproducibility of ResultsRetrospective StudiesRisk AssessmentRisk FactorsTime FactorsTreatment OutcomeConceptsPercutaneous coronary interventionNational Cardiovascular Data RegistryRisk prediction modelAKI eventsAKI riskCoronary interventionAKI modelMean ageCardiology-National Cardiovascular Data RegistryAcute kidney injury riskAKI risk predictionRetrospective cohort studyIdentification of patientsCandidate variablesAvailable candidate variablesCohort studyPCI proceduresPoint of careBrier scoreAmerican CollegeData registryPatientsCalibration slopeInjury riskSame cohort