grant
Real-time Prediction of Adverse Outcomes After Surgery
Organization UNIVERSITY OF CALIFORNIA, SAN FRANCISCOLocation SAN FRANCISCO, UNITED STATESPosted 1 Aug 2023Deadline 31 Jul 2028
NIHUS FederalResearch GrantFY202521+ years oldAI systemAcute Kidney FailureAcute Kidney InsufficiencyAcute Renal FailureAcute Renal InsufficiencyAdoptionAdultAdult HumanAffectAlgorithmsAnesthesiaAnesthesia proceduresAnti-InflammatoriesAnti-Inflammatory AgentsAnti-inflammatoryAreaArtificial IntelligenceBiometricsBiometryBiostatisticsBolusBolus InfusionCardiovascularCardiovascular Body SystemCardiovascular Organ SystemCardiovascular systemCessation of lifeChronic Kidney FailureChronic Renal DiseaseChronic Renal FailureClinicalClinical TrialsCollaborationsComplexComputational toolkitComputer ReasoningConsensusCosts and BenefitsCritical CareDataData ScienceDeathDecision MakingDevelopmentElectronic Health RecordEventFacultyFocus GroupsFutureGoalsHealth CareHealth Care CostsHealth CostsHeart VascularHumanHypertensionHypotensionHypoxemiaInflammationInstitutionInterventionIntervention StudiesIntra-abdominalInvestigatorsKidneyKidney Urinary SystemLearningLiquid substanceLiteratureLow Blood PressureMachine IntelligenceMachine LearningMedicineMentorsModelingModern ManMonitorNational Institutes of HealthNephrotoxicObstructive UropathyOperating RoomsOperative ProceduresOperative Surgical ProceduresOutcomePatient CarePatient Care DeliveryPatientsPerformancePerioperativePerioperative CarePhysiciansPhysiologicPhysiologic pulsePhysiologicalPositionPositioning AttributePostdocPostdoctoral FellowPostoperativePostoperative PeriodPreventative measurePreventative strategyPreventative treatmentPrevention strategyPreventive measurePreventive strategyPreventive treatmentProbabilistic ModelsProbability ModelsProcessProviderPublic HealthPublicationsPublishingPulsePulse OximetryRandomized, Controlled TrialsRecommendationRegulatory approvalResearchResearch AssociateResearch PersonnelResearchersRetrospective cohortRiskRisk AssessmentRisk FactorsRisk ReductionRunningScientific PublicationServicesSpecificityStatistical ModelsStressSurgicalSurgical InterventionsSurgical ProcedureSystemTechniquesTechnologyTimeTrainingUnited States National Institutes of HealthUpdateValidationVascular Hypertensive DiseaseVascular Hypertensive DisorderVascular Hypotensive DisorderVenousVisualizationWorkabdominal pressureacute careacute kidney injuryadulthoodadverse consequenceadverse outcomeblood pressure elevationcare for patientscare of patientscare providerscareer developmentcaring for patientschronic kidney diseasecirculatory systemclinical carecomputational toolboxcomputational toolscomputational toolsetcomputer based predictioncomputerized toolsdesigndesigningdevelopmentalelectronic health care recordelectronic health medical recordelectronic health plan recordelectronic health registryelectronic medical health recordelevated blood pressureexperienceexperimentexperimental researchexperimental studyexperimentsfluidgraduate studenthigh blood pressurehigh riskhuman-robot interactionhyperpiesiahyperpiesishypertensive diseasehypertensive disorderhypoperfusionhypoxemicimplementation scienceimprovedincrease in blood pressureincreased blood pressureindexinginnovateinnovationinnovativeintervention researchinterventional researchinterventional studyinterventions researchkidney toxicityliquidmachine based learningmachine learning based modelmachine learning based prediction modelmachine learning based predictive modelmachine learning modelmachine learning predictionmachine learning prediction modelmalleable riskmodel developmentmodel developmentsmodifiable risknephrotoxicitynew technologynovelnovel technologiespersonalization of treatmentpersonalized medicinepersonalized therapypersonalized treatmentpost-docpost-doctoralpost-doctoral traineepredictive modelingpreventpreventingprognosticprogramsprospectiverandomized control trialreduce riskreduce risksreduce that riskreduce the riskreduce these risksreduces riskreduces the riskreducing riskreducing the riskregulatory authorizationregulatory certificationregulatory clearancerenalresearch associatesresponsible research conductrisk stratificationrisk-reducingsafety assessmentstatistical linear mixed modelsstatistical linear modelsstatisticsstratify risksurgerysurgery risksurgical risktooltraining projectundergradundergraduateundergraduate studenturinary tract obstructionvalidations
Description preview
The goal of this K23 application is to provide Dr. Bishara with the necessary research experience and
time to establish himself as a primary investigator focused on designing and implementing machine learning
(ML) and artificial intelligence in the perioperative setting. The career development activities in this application
include early intensive…
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