2021
Geographic Variation in Obesity at the State Level in the All of Us Research Program
Clark C, Chandler P, Zhou G, Noel N, Achilike C, Mendez L, O’Connor G, Smoller J, Weiss S, Murphy S, Ommerborn M, Karnes J, Klimentidis Y, Jordan C, Hiatt R, Ramirez A, Loperena R, Mayo K, Cohn E, Ohno-Machado L, Boerwinkle E, Cicek M, Schully S, Mockrin S, Gebo K, Karlson E. Geographic Variation in Obesity at the State Level in the All of Us Research Program. Preventing Chronic Disease 2021, 18: e104. PMID: 34941480, PMCID: PMC8718125, DOI: 10.5888/pcd18.210094.Peer-Reviewed Original ResearchConceptsBody mass indexObesity prevalenceElectronic health recordsSevere obesityPrevalence estimatesParticipants' electronic health recordsObesity prevention strategiesNational population-based estimatesEHR dataPopulation-based estimatesOverall obesity prevalenceState-level geographic variationsPopulation health studiesUS participantsEnrollment visitMass indexObesity preventionHigh prevalenceHealth StudyPrecision health approachObesityPrevention strategiesUs Research ProgramLarge geographic variationsCohort data
2017
A Predictive Model for Extended Postanesthesia Care Unit Length of Stay in Outpatient Surgeries
Gabriel R, Waterman R, Kim J, Ohno-Machado L. A Predictive Model for Extended Postanesthesia Care Unit Length of Stay in Outpatient Surgeries. Anesthesia & Analgesia 2017, 124: 1529-1536. PMID: 28079580, DOI: 10.1213/ane.0000000000001827.Peer-Reviewed Original ResearchMeSH KeywordsAdolescentAdultAge FactorsAgedAged, 80 and overAmbulatory Surgical ProceduresAnesthesiaChildChild, PreschoolCritical CareFemaleForecastingHumansHypertensionInfantInfant, NewbornIntensive Care UnitsLength of StayLogistic ModelsMaleMiddle AgedModels, StatisticalObesity, MorbidPostoperative CareRisk FactorsROC CurveYoung AdultConceptsPACU lengthPostanesthesia care unit lengthPrimary anesthesia typePostanesthesia care unitHosmer-Lemeshow testLogistic regression modelsAnesthesia typeMorbid obesityCare unitHL testOutpatient surgeryOutpatient procedureSingle institutionHigher oddsNonsignificant P valuesStayPatientsSurgical specialtiesROC curveGood calibrationCharacteristic curveExcellent discriminationAUC valuesP-valueBackward elimination