TeleLine: Plug-n-Play Inline Respiratory Remote Data Acquisition System
TeleLine:即插即用内联呼吸远程数据采集系统
基本信息
- 批准号:10603124
- 负责人:
- 金额:$ 25.96万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2023
- 资助国家:美国
- 起止时间:2023-09-19 至 2024-08-31
- 项目状态:已结题
- 来源:
- 关键词:Adverse eventAirAmericanApplications GrantsArchitectureAreaBenchmarkingBudgetsCapitalCarbon DioxideCaringCritical CareCritical IllnessDataData AnalyticsData CollectionData SetDatabasesDevelopmentDevicesDistantEquipmentEvaluationEventFailureFamily memberFutureGeneral HospitalsGeographyGoalsHealth PersonnelHealthcareHospitalizationHospitalsHuman ResourcesHumidityInfrastructureInstitutionIntensive Care UnitsInterventionInvestmentsLabelLungMachine LearningMeasuresMechanical ventilationMichiganModalityModelingMonitorNursesOutcomePatient CarePatient TransferPatient-Focused OutcomesPatientsPerformancePhasePhysiologicalPlayPopulationProviderRecoveryResearchResistanceResourcesRuralRural CommunityRural HospitalsSecureSecuritySiteSpecialistSystemTechnologyTelemedicineTemperatureTestingTimeTubeUnited StatesUniversitiesUrban HealthUrban HospitalsVendorVentilatorWorkcare providerscloud basedcommercializationcomorbiditycostcritical access hospitaldata acquisitiondata sharingdata streamsdesignencryptionexperienceimprovedimproved outcomemachine learning frameworkmanufacturabilitymonitoring devicemortalitynovelpressure sensorprogramsprototyperemote monitoringresearch and developmentrespiratoryresponserural Americansrural patientsrural settingsensorskillssocioeconomic disparitystressorsuburbtelehealthtertiary caretransmission processventilation
项目摘要
Project Summary
One in five Americans live in a rural community served by rural hospitals yet only 1% of ICU resources are
available to these hospitals. When the level of care required by a patient exceeds the capabilities of the
admitting hospital, the patient is transferred to a better-equipped tertiary hospital. Approximately 800,000
patients require mechanical ventilation every year in the United States (pre-COVID). Treating mechanically
ventilated patients not only requires specialized equipment, but also specialized skills as well which are difficult
to find in rural settings. Our group proposes novel research to demonstrate the power of telemedicine in the
rural setting by extending the reach of pulmonary critical care specialists. By enabling pulmonary critical care
specialists at distant sites, rural hospitals can treat more patients without transferring them. Data suggests
patients who are transferred from rural hospitals to tertiary care centers suffer delays in care, adverse events,
and higher mortality. Unfortunately, due to high transfer rates, significant amounts of revenue are lost and
operating budgets at rural hospitals are generally inadequate to support replacement and integration of
cutting-edge ventilators to gain telemedicine capabilities. Our research and development is focused on
preparing a solution which can extend the geographic reach and enhanced remote capabilities of pulmonary
care specialists who are typically located in urban and suburban settings to those rural institutions while at the
same time protecting the hospital’s legacy investment in ventilator equipment. To achieve these goals, we have
developed an in-line respiratory circuit sensor (TeleLine) prototype that we will further refine for
commercialization and eventual in-field deployment. The TeleLine is a non-invasive sensing suite to any
existing ventilators and equipping them with both data logging and remote monitoring capability. The patient’s
respiratory response to mechanical ventilation can be captured locally and securely transmitted to a remote
site with appropriate expertise in pulmonary critical care. We will further develop the TeleLine in two aims: Aim
1) to refine the existing TeleLine prototype for plug-and-play, vendor-agnostic ventilator interfacing, and
ventilator data logging; and Aim 2) to develop and benchmark supporting data collection and machine learning
infrastructure for facilitating remote patient care. Successful completion of this project will enable a Phase II
program that enhances device manufacturability, clears critical benchmarking for initial device regulatory
approval, and further develops machine-learning assistance capabilities of the TeleLine system.
项目摘要
五分之一的美国人生活在农村医院服务的农村社区中,但只有1%的ICU资源是
这些医院可供选择。当患者要求的护理水平超过
送医院,该患者被转移到设备齐全的三级医院。大约800,000
在美国,患者每年需要机械通风(前卵巢)。机械治疗
通风的患者不仅需要专业设备,而且需要专业的技能,这很困难
在粗糙的设置中找到。我们的小组提出的新研究研究表明远程医疗在
通过扩大肺重症监护专家的范围来延长农村环境。通过启用肺重症监护
遥远地区的专家,农村医院可以在不转移他们的情况下治疗更多的患者。数据建议
从粗糙的医院转移到三级护理中心的患者在护理,不良事件中遭受延迟,
和更高的死亡率。不幸的是,由于转移率高,大量收入损失,并且
粗糙医院的运营预算通常不足以支持替换和整合
尖端的呼吸机以获得远程医疗能力。我们的研发侧重于
准备可以扩展地理范围并增强肺部远程功能的解决方案
通常位于城市和郊区环境中的护理专家,
同时保护医院对呼吸机设备的遗产投资。为了实现这些目标,我们有
开发了在线呼吸电路传感器(遥控电线)原型,我们将进一步完善
商业化和最终场地部署。该遥控物是任何对任何的敏感性套件
现有的呼吸机,并配备数据记录和远程监视功能。病人的
对机械通气的呼吸反应可以在本地捕获并牢固地传输到遥控器
在肺重症监护方面具有适当专业知识的地点。我们将进一步开发两个目标:目标
1)用于完善现有的远程望远镜原型,用于插件,供应商不稳定呼吸机接口和
呼吸机数据记录;目标2)开发和基准支持数据收集和机器学习
支持远程患者护理的基础设施。成功完成该项目将使II阶段
增强设备可制造性的程序,清除初始设备调节的关键基准测试
批准,并进一步开发了遥控系统的机器学习辅助功能。
项目成果
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