A ROBOT-ASSISTED PERFUSION SYSTEM TO IMPROVE PATIENT SAFETY IN THE CARDIAC OPERATING ROOM
A ROBOT-ASSISTED PERFUSION SYSTEM TO IMPROVE PATIENT SAFETY IN THE CARDIAC OPERATING ROOM
批准号:
10184079
负责人:
Roger Daglius Dias
金额:
$84.19万
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
已结题
起止时间:
2021-09-20 至 2022-08-31
关键词:
AdoptedAdultAdverse eventAlgorithmsAnesthesia proceduresArtificial IntelligenceAwarenessBeliefCardiacCardiac Surgery proceduresCardiopulmonary BypassChildhoodClinicalCognitionCognitiveCommunicationComplexCuesCustomDataDecision MakingDeteriorationElectrocardiogramElectroencephalographyEngineeringEnsureEnvironmentExpert SystemsFatigueFutureGoalsGoldHealth PersonnelHeterogeneityHospitalsHourHumanImpairmentIncidenceInterruptionIntuitionKnowledgeLaboratoriesLeadLearningLibrariesLiteratureMeasuresMedical ErrorsModelingNursesOperating RoomsOperative Surgical ProceduresOutcomePatient CarePatientsPerformancePerfusionPerioperative NursingPhasePhysiologicalPoliciesProbabilityProceduresProcessProtocols documentationProviderReportingRewardsRiskRobotSafetySerious Adverse EventStandardizationStressSystemTechniquesTechnologyTimeTrainingTrustUncertaintyVentilatorWorkWorkloadapprenticeshipbiomarker performanceclinical practicecognitive loadcomputational intelligencedesigndigitaldistractionexperiencehuman errorhuman-in-the-loopimprovedinteroperabilityknowledge basemedical schoolsnovelopen sourceoperationpatient safetypreventrobot assistancerobotic systemskillsstandardized careusabilityvirtual surgeryvisual trackingwillingness
中文摘要
项目摘要/摘要
英文摘要
PROJECT SUMMARY / ABSTRACT
The vast majority of pediatric and adult cardiac surgery procedures worldwide involve the use of
cardiopulmonary bypass with a dedicated and highly customized perfusion system. Cardiac surgery
procedures are complex and entail safety-critical activities, requiring continuous coordination between four
subteams: perfusion, surgical, nursing and anesthesia. This environment demands outstanding technical and
non-technical skills (e.g. teamwork, communication and situational awareness).
Over the past few decades, technological advancements have improved the safety and efficiency of the
perfusion system, however, despite substantial progress, recent studies continue to report a high incidence of
preventable intraoperative adverse events among cardiac surgery patients. The perfusion system, in particular,
relies heavily on the expertise and skills of the perfusionist, and there is currently no computational intelligent
system to support perfusionists’ optimal decision-making during the critical phase of cardiopulmonary bypass.
In this proposal, we seek to develop a data-driven approach to learn from expert perfusionists how to achieve
optimal outcomes for cardiac surgery patients. Rather than attempt to engineer a solution, we propose to
develop a robot apprentice that can learn from high-quality demonstrations of perfusionist actions to infer gold-
standard patient care. Our goal is to develop and evaluate a Robot-Assisted Perfusion System (RAPS) that
can be integrated into the cardiac surgery workflow as a non-human teammate. The RAPS will support the
perfusion team in a way that perfusionists still will keep control of the perfusion system (i.e. human-in-the-loop),
but cognitively supported and guided by the RAPS.
期刊论文(1)
专著(0)
科研奖励(0)
会议论文
Towards the design of user-centric strategy recommendation systems for collaborative Human-AI tasks.
面向人类与人工智能协作任务的以用户为中心的策略推荐系统的设计。
DOI:
10.1016/j.ijhcs.2023.103216
发表时间:
2024
期刊:
International journal of human-computer studies
影响因子:
5.4
作者:
[Dodeja,Lakshita, Tambwekar,Pradyumna, Hedlund-Botti,Erin, Gombolay,Matthew]
通讯作者:
Gombolay,Matthew
A ROBOT-ASSISTED PERFUSION SYSTEM TO IMPROVE PATIENT SAFETY IN THE CARDIAC OPERATING ROOM
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批准号:10442068
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项目类别:
-
资助金额:$76.49万
-
财政年份:2022
-
负责人:Roger Daglius Dias
-
依托单位:
A ROBOT-ASSISTED PERFUSION SYSTEM TO IMPROVE PATIENT SAFETY IN THE CARDIAC OPERATING ROOM
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批准号:10668333
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项目类别:
-
资助金额:$68.59万
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财政年份:2022
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负责人:Roger Daglius Dias
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依托单位:
海外基金