SCH: INT: VOLI: Voice Assistant for Quality of Life and Healthcare Improvement in Aging Populations
SCH:INT:VOLI:改善老龄化人口生活质量和医疗保健的语音助手
基本信息
- 批准号:10017366
- 负责人:
- 金额:$ 30万
- 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
- 起止时间:2019-09-30 至 2021-05-31
- 项目状态:已结题
- 来源:
- 关键词:AddressAgingAwarenessBehavioralCensusesChildClinicalCognitiveComplexData AnalyticsElderlyElectronic Health RecordExpert SystemsFamily CaregiverHealthHealth PersonnelHealthcareHome environmentHospitalsInstructionLength of StayMachine LearningMissionMonitorMotorNatural Language ProcessingOntologyPatient MonitoringPatient Self-ReportPatientsPersonal SatisfactionPharmaceutical PreparationsPopulationQuality of lifeRecording of previous eventsReportingResearchResearch PersonnelSensoryServicesSymptomsTechnologyTerminologyTimeUser-Computer InterfaceVoiceWeatherWorkaging populationbasecare giving burdenclinical caredeep learningdesignelectronic datafield studyhandheld mobile devicehospice environmenthuman centered computingimprovedinnovationintelligent personal assistantmultiple chronic conditionsnewspostoperative recoveryservice providersside effectsocialstemubiquitous computing
项目摘要
According to the latest US Census Bureau predictions, by 2035 older people are projected to outnumber
children for the first time in US history. This brings significant societal challenges based on their unique
living and health-related conditions stemming from reduced sensory, motor, and cognitive capabilities, as
wen as multiple chronic conditions. We propose a personalized and context-aware voice-based digital
assistant to improve the quality of life and the healthcare of older adults. VOLI will leverage the growing
capabilities of existing technologies, such as mobile devices and smart speakers, and go well beyond the
basics of weather reports, news services, and simple games, to provide more complex voice-based
services and to focus on the healthcare domain with its many challenges and constraints.
We will pursue three parallel research aims: 1) Our technical aim will investigate how digital assistants,
natural language processing, and machine learning can produce meaningful health-related conversations
by leveraging population- and patient-level data from Electronic Health Records (EHRs); 2) Our social,
behavioral, and cognitive aim will focus on designing services for older adults based on their needs to
support independence and investigate the acceptability of digital assistants for the aging population; and
3) Our clinical aim will investigate how digital assistants can detect new symptoms and correlate them
with medication side effects and interactions, worsening of existing conditions, or onset of new illnesses.
Using our VOLI voice-assistant, older adults will be able to get medication reminders and instructions
based on prescriptions and clinical notes from EHRs, notify their family/caregiver about their well-being
status, interact with their healthcare provider, request an Uber/Lyft car or other third-party services,
engage in cognitive games, report symptoms as they occur throughout the day and over the counter
medications they are taking, ask questions about symptoms and medications, and so on.
VOLi integrates information from EHRs, clinical ontologies, and patient-level terminology. This work will
be supported by innovations in natural language understanding, deep learning, and human-computer
interfaces. Our work is guided by both clinicians and researchers in human-centered computing. Our team
has a history of successful interdisciplinary work in healthcare, expert systems in clinical care, EHR
integration, patient monitoring and self-report, ubiquitous computing, data analytics, and field studies.
根据美国人口普查局的最新预测,到2035年,
这是美国历史上第一次有孩子。这带来了重大的社会挑战,
由于感觉、运动和认知能力下降而导致的生活和健康相关疾病,如
wen作为多种慢性疾病。我们提出了一个个性化的和上下文感知的语音为基础的数字
帮助改善老年人的生活质量和医疗保健。VOLI将利用不断增长的
现有技术的能力,如移动的设备和智能扬声器,并远远超出
天气预报、新闻服务和简单游戏的基础知识,以提供更复杂的语音
服务,并专注于医疗保健领域的许多挑战和限制。
我们将追求三个平行的研究目标:1)我们的技术目标将调查数字助理,
自然语言处理和机器学习可以产生有意义的健康相关对话
通过利用来自电子健康记录(EHR)的人口和患者水平数据; 2)我们的社会,
行为和认知目标将侧重于根据老年人的需求为他们设计服务,
支持独立性,并调查数字助理对老龄化人口的可接受性;
3)我们的临床目标将研究数字助理如何检测新症状并将其关联起来
与药物副作用和相互作用,现有条件恶化,或新的疾病发作。
使用我们的VOLI语音助手,老年人将能够获得药物提醒和说明
根据EHR的处方和临床记录,通知其家人/护理人员其健康状况
状态,与医疗保健提供者互动,请求Uber/Lyft汽车或其他第三方服务,
参与认知游戏,报告全天和非处方药出现的症状
他们正在服用的药物,询问有关症状和药物的问题,等等。
VOLi集成了来自EHR、临床本体和患者级术语的信息。这项工作将
由自然语言理解、深度学习和人机交互方面的创新提供支持
接口。我们的工作是由临床医生和研究人员在以人为本的计算指导。我们的团队
在医疗保健、临床护理专家系统、EHR、
集成、患者监测和自我报告、无处不在的计算、数据分析和现场研究。
项目成果
期刊论文数量(0)
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{{ truncateString('Emilia Farcas', 18)}}的其他基金
SCH: INT: VOLI: Voice Assistant for Quality of Life and Healthcare Improvement in Aging Populations
SCH:INT:VOLI:改善老龄化人口生活质量和医疗保健的语音助手
- 批准号:
10019457 - 财政年份:2019
- 资助金额:
$ 30万 - 项目类别:
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