Whiteboard Coordinator: Intelligent Sensor Network and Machine Learning toImprove Operating Room Outcomes and Efficiency
Whiteboard Coordinator: Intelligent Sensor Network and Machine Learning toImprove Operating Room Outcomes and Efficiency
批准号:
10319306
负责人:
Andrew Gostine
金额:
$83.78万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-08-01 至 2023-07-31
关键词:
AlgorithmsAnesthesia proceduresArtificial IntelligenceAttentionAutomationBedsCaringClinicalComplexComputer softwareComputerized Medical RecordDataData SetDay SurgeryDetectionDocumentationEconomicsEcosystemEffectivenessEnsureEnvironmentEquipmentEquipment and SuppliesEquipment and supply inventoriesEventFatigueFeedbackFoundationsFunding AgencyHealth Services AccessibilityHealth systemHospitalsHuman ResourcesInfrastructureInsuranceIntelligenceInterruptionJob SatisfactionLocationLogisticsMachine LearningManualsMonitorNatureNursesOperating RoomsOperative Surgical ProceduresOutcomePatient CarePatient-Focused OutcomesPatientsPhasePilot ProjectsPositioning AttributeProceduresProcessProductionProductivityProviderRegulationReportingResource AllocationResourcesSafetyScheduleServicesSmall Business Innovation Research GrantSpeedStagingSterilityStreamStressSurgeonSystemTechnologyTestingTextTimeTrainingUnderserved PopulationUpdateValidationVisualVoiceautomated algorithmbasecare deliverycostdigitaleconomic impactexperiencefield studyimprovedinstrumentintelligent algorithmmachine visionnoveloperationpatient safetyprototypesatisfactionsensorsimulationsuccesstechnology developmenttoolusabilityvirtual
中文摘要
点击翻译按钮获取中文摘要
英文摘要
Caring for patients in the operating room (OR) requires a complex set of resources, personnel, and logistics.
Improving the accuracy, speed, and granularity of information exchange in this environment significantly impacts
outcomes, safety, satisfaction, & access to care. Additionally, increasing efficiency can have a significant positive
economic impact, an important implication for all hospitals. Therefore, automation of manual documentation and
task coordination can enhance productivity, safety, and profitability, as well as job satisfaction for clinicians.
The Whiteboard Coordinator (WC) platform solves these market challenges through artificial intelligence (AI)
driven OR workflows and resource management. The platform is deployed on a virtual server within a hospital’s
local network. It communicates with the existing electronic medical record (EMR) to import the day’s surgery
schedule and assigned resources. Once OR workflow begins, an intelligent network of sensors and cameras
employing machine vision algorithms record locations and times of patients, equipment, and supplies. As clinical
activities begin, the software automatically alerts all stakeholders of important events via text and paging to
coordinate clinical processes. Information is also disseminated on digital displays throughout stakeholder
locations, such as the OR, preoperative holding, post anesthesia care unit, sterile supply, high-traffic hallways,
and break rooms. Given the unpredictable nature of surgical procedures, this automated information feed
ensures all providers are effortlessly informed, allowing all stakeholders to synchronize independent, but parallel
workflows. The intelligent sensor network of cameras and machine vision algorithms automatically detects and
updates availability and location of resources. The software automates existing manual logistics documentation.
Finally, WC rapidly disseminates detailed information in a targeted manner (i.e. to specific surgeons, nurses,
technicians, janitorial staff, etc.) to eliminate alarm fatigue and enhance productivity.
The project includes four main aims. First, the Phase I prototype platform will be enhanced with new features
to fully support user workflow and efficiency across all OR stakeholders. Targeted updates will focus on
connected data domains and cross platform integration, user interface workflows and automated reports, and
voice command integration. Second, the AI suite will be significantly updated with novel tools that build upon
the Phase I framework including detection of novel surgery types & events, detection of surgical supplies &
inventory management, and a simulation toolbox for resource planning. Once all platform updates have been
technically verified and validated, the supporting infrastructure and production ecosystem will be scaled to
support commercial release. This includes formal quality functions, operations, support and staging/production
environments. The Whiteboard Coordinator platform and production environment will be validated against quality
system requirements, then deployed in a large-scale field study to document OR effectiveness and utility.
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Whiteboard Coordinator: Intelligent Sensor Network and Machine Learning toImprove Operating Room Outcomes and Efficiency
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批准号:10463847
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项目类别:
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资助金额:$82.22万
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财政年份:2019
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负责人:Andrew Gostine
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依托单位: