Long‐Term Mortality Predictors Using a Machine‐Learning Approach in Patients With Chronic Limb‐Threatening Ischemia After Peripheral Vascular Intervention
Callegari S, Romain G, Cleman J, Scierka L, Jacque F, Smolderen K, Mena‐Hurtado C. Long‐Term Mortality Predictors Using a Machine‐Learning Approach in Patients With Chronic Limb‐Threatening Ischemia After Peripheral Vascular Intervention. Journal Of The American Heart Association 2024, 13: e034477. PMID: 38761075, PMCID: PMC11179837, DOI: 10.1161/jaha.124.034477.Peer-Reviewed Original ResearchConceptsChronic limb-threatening ischemiaPeripheral vascular interventionsHealth careLimb-threatening ischemiaMortality predictorsLong-term mortality riskMultidimensional risk factorsBody mass indexLong-term mortality predictorsImprove individualized careVascular interventionsIndividualized careAssisted careBiopsychosocial modelMortality riskCareMass indexRisk factorsMedical comorbiditiesRisk profileInterventionMortality rateChronic kidney diseaseMortalityPredictive variablesVariability in short-term mortality following repair of ruptured abdominal aortic aneurysms across centers and physicians
Romain G, Wang K, Scierka L, Cleman J, Callegari S, Aboian E, Smolderen K, Mena-Hurtado C. Variability in short-term mortality following repair of ruptured abdominal aortic aneurysms across centers and physicians. Journal Of Vascular Surgery 2024, 80: 737-745.e14. PMID: 38729585, DOI: 10.1016/j.jvs.2024.05.004.Peer-Reviewed Original ResearchPhysician variablesPhysician volumeRuptured infrarenal abdominal aortic aneurysmMortality riskPhysician levelAbdominal aortic aneurysmShort-term mortalityProcedure volumeMortality outcomesQuality of careAortic aneurysmMedian odds ratioShort-term mortality outcomesRepair of ruptured abdominal aortic aneurysmMedicare claims dataInfrarenal abdominal aortic aneurysmRuptured abdominal aortic aneurysmVascular Quality Initiative databaseAssociated with short-term mortalityLogistic regression modelsMortality rateCenter-level factorsCare managementClaims dataOdds ratioEvaluation of short-term mortality in patients with Medicare undergoing endovascular interventions for chronic limb-threatening ischemia
Cleman J, Romain G, Callegari S, Scierka L, Jacque F, Smolderen K, Mena-Hurtado C. Evaluation of short-term mortality in patients with Medicare undergoing endovascular interventions for chronic limb-threatening ischemia. Vascular Medicine 2024, 29: 172-181. PMID: 38334045, DOI: 10.1177/1358863x231224335.Peer-Reviewed Original ResearchChronic limb-threatening ischemiaPeripheral vascular interventionsAssisted careLimb-threatening ischemiaCongestive heart failureFunctional status variablesCrude mortality ratePredictive variablesMortality rateStatus variablesRandom survival forest modelShort-term mortalityStage 5 chronic kidney diseaseQuality InitiativeRandom survival forestTreatment conversionMedical comorbiditiesShort-term outcomesHarrell's C-indexVascular Quality InitiativeCareDementiaInterventionMortalityRisk stratification