Analysis and visualization of longitudinal assessments of clinical, functional and psychosocial state of AD patients from the Massachusetts home care program
对马萨诸塞州家庭护理项目 AD 患者的临床、功能和心理社会状态的纵向评估进行分析和可视化
基本信息
- 批准号:10756631
- 负责人:
- 金额:$ 29.91万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2021
- 资助国家:美国
- 起止时间:2021-09-30 至 2026-05-31
- 项目状态:未结题
- 来源:
- 关键词:AgeAgingAmericanCaringCase ManagerClinicalCognitiveCollaborationsContractsDataDementiaElderlyGoalsHomeHome visitationInterventionMachine LearningMassachusettsPatientsPoliciesPredictive FactorRegistered nurseResearchResearch PersonnelResearch Project SummariesServicesVisualizationcost effectivedata cleaningmachine learning modelpatient home careprogramspsychosocialresearch clinical testing
项目摘要
Project summary
This research will support MassAITC investigators in a collaboration with the
Commonwealth of Massachusetts Executive Office of Elder Affairs (EOEA), which
administers state home care programs in Massachusetts. EOEA support a network of 27
regional field agencies administering the Massachusetts state home care program. EOEA
has contracted with Aging Service Access Points (ASAPs) to ensure that all consumers
receive a comprehensive clinical evaluation in an appropriate and cost-effective manner.
To this end, a Care Manager and/or Registered Nurse who is part of the program
completes an extensive patient record with each home visit. MassAITC is proposing to
use these unique data to develop machine learning models for several different tasks that
will help to understand the factors that predict early termination. Our eventual goal is to
identify modifiable predictors that could lead to interventions, and as a first step towards
that goal, this project begins by cleaning the data to make it ready for machine learning
analysis and explore the prediction problems for which sufficient data is present.
项目概要
这项研究将支持 MassAITC 研究人员与
马萨诸塞州联邦老年事务执行办公室 (EOEA)
管理马萨诸塞州的州家庭护理计划。 EOEA 支持 27 个网络
管理马萨诸塞州家庭护理计划的区域现场机构。环氧乙烷
已与老龄化服务接入点 (ASAP) 签订合同,以确保所有消费者
以适当且具有成本效益的方式接受全面的临床评估。
为此,参与该计划的护理经理和/或注册护士
每次家访时都会完成详细的患者记录。 MassAITC 提议
使用这些独特的数据为几个不同的任务开发机器学习模型
将有助于了解预测提前终止的因素。我们的最终目标是
确定可能导致干预的可修改预测因素,并作为迈向干预的第一步
为了实现这个目标,该项目首先清理数据,为机器学习做好准备
分析和探索存在足够数据的预测问题。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
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Niteesh K Choudhry其他文献
Niteesh K Choudhry的其他文献
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{{ truncateString('Niteesh K Choudhry', 18)}}的其他基金
Massachusetts AI and Technology Center for Connected Care in Aging and Alzheimer's Disease (MAITC)
马萨诸塞州老龄化和阿尔茨海默病互联护理人工智能和技术中心 (MAITC)
- 批准号:
10491782 - 财政年份:2021
- 资助金额:
$ 29.91万 - 项目类别:
Al-Supported In-Home Brain Assessments for Older Adults and Persons with Alzheimer's Disease
Al 支持的针对老年人和阿尔茨海默病患者的家庭大脑评估
- 批准号:
10755044 - 财政年份:2021
- 资助金额:
$ 29.91万 - 项目类别:
Validating novel sleep sensors and devices in older adults with Alzheimer's disease
在患有阿尔茨海默病的老年人中验证新型睡眠传感器和设备
- 批准号:
10756674 - 财政年份:2021
- 资助金额:
$ 29.91万 - 项目类别:
Creation of a technology-ready cohort for patients with Alzheimer's disease and related dementias and their caregivers
为阿尔茨海默病和相关痴呆症患者及其护理人员创建技术就绪队列
- 批准号:
10782660 - 财政年份:2021
- 资助金额:
$ 29.91万 - 项目类别:
Massachusetts AI and Technology Center for Connected Care in Aging and Alzheimer's Disease (MAITC)
马萨诸塞州老龄化和阿尔茨海默病互联护理人工智能和技术中心 (MAITC)
- 批准号:
10675671 - 财政年份:2021
- 资助金额:
$ 29.91万 - 项目类别:
Massachusetts AI and Technology Center for Connected Care in Aging and Alzheimer's Disease (MAITC)
马萨诸塞州老龄化和阿尔茨海默病互联护理人工智能和技术中心 (MAITC)
- 批准号:
10274688 - 财政年份:2021
- 资助金额:
$ 29.91万 - 项目类别:
Passive Monitoring of Walking Cadence as a Novel Tool for Aging and Cognitive Health Assessment
步行节奏的被动监测作为衰老和认知健康评估的新工具
- 批准号:
10755452 - 财政年份:2021
- 资助金额:
$ 29.91万 - 项目类别:
Leveraging electronic health record tools to reduce health disparities for patients with uncontrolled hypertension
利用电子健康记录工具减少未受控制的高血压患者的健康差异
- 批准号:
10542667 - 财政年份:2020
- 资助金额:
$ 29.91万 - 项目类别:
Leveraging electronic health record tools to reduce health disparities for patients with uncontrolled hypertension
利用电子健康记录工具减少未受控制的高血压患者的健康差异
- 批准号:
10319624 - 财政年份:2020
- 资助金额:
$ 29.91万 - 项目类别:
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对投资撤资的非裔美国人社区的社区劣势、认知老化和阿尔茨海默病风险进行纵向调查
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51st Annual Meeting of the American Aging Association
美国老龄化协会第 51 届年会
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