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 variablesInter-Rater Reliability for the Amputation Endpoint in the National Vascular Quality Initiative
Smolderen K, Romain G, Scierka L, Cleman J, Rahman M, Siddiqui W, Lau F, Mao J, Akhlaghi N, Higaki A, Fowler X, Carroll M, Telma K, Alvermann T, Baribeau V, Goodney P, Mena-Hurtado C. Inter-Rater Reliability for the Amputation Endpoint in the National Vascular Quality Initiative. JACC Cardiovascular Interventions 2024, 17: 622-631. PMID: 38479964, DOI: 10.1016/j.jcin.2024.01.003.Peer-Reviewed Original ResearchConceptsElectronic health recordsElectronic health record reviewAmputation dataPeripheral arterial diseaseInterrater reliabilityVQI registryAcademic health systemTrained data collectorsNational quality registryInter-rater reliabilityEvaluate interrater reliabilityNational reporting systemHealth recordsQuality registryHealth systemCurrent Procedural Terminology codesInter-raterVascular Quality Initiative registryVascular Quality InitiativeProcedural Terminology codesNational Vascular Quality InitiativeRegistryQuality InitiativeAmputationSpearman's r