2023
Joint Embedding of Food Photographs and Blood Glucose for Improved Calorie Estimation
Zhang L, Huang S, Das A, Do E, Glantz N, Bevier W, Santiago R, Kerr D, Gutierrez-Osuna R, Mortazavi B. Joint Embedding of Food Photographs and Blood Glucose for Improved Calorie Estimation. 2023, 00: 1-4. DOI: 10.1109/bhi58575.2023.10313421.Peer-Reviewed Original ResearchImage dataNormalized root mean squared errorCalorie estimationLate fusion approachAttention-based transformersFood image dataVision TransformerImage informationFusion approachJoint embeddingRoot mean squared errorAverage normalized root mean squared errorMean squared errorInterstitial glucose dataPeople's health conditionsDiet monitoringHealth conditionsSquared errorType 2 diabetesCGM dataInformationBlood glucoseMeal intakeFood photographsAccurate estimationOGTT Metrics Surpass Continuous Glucose Monitoring Data for T1D Prediction in Multiple-Autoantibody–Positive Individuals
Ylescupidez A, Speake C, Pietropaolo S, Wilson D, Steck A, Sherr J, Gaglia J, Bender C, Lord S, Greenbaum C. OGTT Metrics Surpass Continuous Glucose Monitoring Data for T1D Prediction in Multiple-Autoantibody–Positive Individuals. The Journal Of Clinical Endocrinology & Metabolism 2023, 109: 57-67. PMID: 37572381, PMCID: PMC10735531, DOI: 10.1210/clinem/dgad472.Peer-Reviewed Original ResearchConceptsContinuous glucose monitoringClinical trialsPositive individualsOral glucose tolerance testPrediction of T1DGlucose tolerance testType 1 diabetesCGM dataTrialNet PathwayMultiple autoantibodiesT1D diagnosisTolerance testAncillary studiesContinuous glucose monitoring dataMultivariable modelCGM metricsInsufficient evidenceAcademic centersGlucose monitoring dataHigh discriminative abilityT1D predictionGlucose monitoringCGM measuresCharacteristic curveOGTT
2022
Glucose variability increases during minimally invasive procedures in very preterm infants
Galderisi A, Res G, Guiducci S, Savio F, Brigadoi S, Forlani L, Mastrandrea B, Moschino L, Lolli E, Priante E, Trevisanuto D, Baraldi E. Glucose variability increases during minimally invasive procedures in very preterm infants. European Journal Of Pediatrics 2022, 182: 89-94. PMID: 36201017, PMCID: PMC9829573, DOI: 10.1007/s00431-022-04641-2.Peer-Reviewed Original ResearchConceptsVery preterm infantsContinuous glucose monitoringPreterm infantsGlucose variabilityNeonatal stressNappy changeInvasive proceduresMedian glucoseGlucose monitoringNon-invasive procedurePrimary outcomeAbsence of changesHeel prickMean glucoseNeonatal proceduresCare proceduresDay 2InfantsParental presenceGlucose variationCGM dataGlucoseSDNeonatesPrick
2014
Persistently high glucose levels in young children with type 1 diabetes
Tansey M, Beck R, Ruedy K, Tamborlane W, Cheng P, Kollman C, Fox L, Weinzimer S, Mauras N, White N, Tsalikian E, Network F. Persistently high glucose levels in young children with type 1 diabetes. Pediatric Diabetes 2014, 17: 93-100. PMID: 25496062, PMCID: PMC4465416, DOI: 10.1111/pedi.12248.Peer-Reviewed Original ResearchConceptsType 1 diabetesGlucose levelsMin/dContinuous glucose monitorGlycemic excursionsYoung childrenPostprandial glycemic excursionsSuboptimal glycemic controlPercent of participantsHigh glucose levelsOverall mean glucoseMean hemoglobinGlycemic targetsGlycemic controlMedian timeMean glucoseCGM metricsNormal rangeAge groupsT1DHyperglycemic rangeValue 71Age rangeCGM dataAge 8
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