2021
Treatment decisions for patients with peripheral artery disease and symptoms of claudication: Development process and alpha testing of the SHOW-ME PAD decision aid
Smolderen KG, Pacheco C, Provance J, Stone N, Fuss C, Decker C, Bunte M, Jelani QU, Safley DM, Secemsky E, Sepucha KR, Spatz ES, Mena-Hurtado C, Spertus JA. Treatment decisions for patients with peripheral artery disease and symptoms of claudication: Development process and alpha testing of the SHOW-ME PAD decision aid. Vascular Medicine 2021, 26: 273-280. PMID: 33627058, PMCID: PMC8169642, DOI: 10.1177/1358863x20988780.Peer-Reviewed Original ResearchMeSH KeywordsDecision Support TechniquesHumansIntermittent ClaudicationPeripheral Arterial DiseaseQuality of LifeSurveys and QuestionnairesConceptsPeripheral artery diseaseArtery diseaseTreatment optionsSymptoms of claudicationInvasive treatment optionNon-invasive treatmentQuality of lifeClaudication symptomsClaudication treatmentPatient knowledgeSpecialty careTreatment decisionsDecision aidPatientsCliniciansDecisional needsInternational Patient Decision Aid Standards criteriaStandard criteriaPrototype decision aidImplementation logisticsSymptomsDecisional qualityDiseaseTreatmentClaudication
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