Emerging Technologies & Data Analytics Core

新兴技术

• 批准号: 10268738
• 负责人: Lisa A. Marsch
• 金额: $ 26.38万
• 依托单位: DARTMOUTH COLLEGE
• 依托单位国家: 美国
• 财政年份: 2021
• 资助国家: 美国
• 起止时间: 2021-08-15 至 2026-05-31
• 项目状态: 未结题
• 来源: https://reporter.nih.gov/project-details/10268738
• 关键词: Address; Algorithms; Area; Authorization documentation; Behavior Therapy; Behavioral; Behavioral Sciences; Characteristics; Collaborations; Communities; Computer software; Consult; Data; Data Analytics; Data Set; Development; Discipline; Dissemination and Implementation; Doctor of Philosophy; Educational workshop; Emerging Technologies; Ethics; Evaluation; Faculty; Foundations; Goals; Grant; Guidelines; Home; Individual; International; Intervention; Lead; Learning; Libraries; Licensing; Measures; Mental Health; Mentors; Methods; Paper; Phenotype; Physiological; Pilot Projects; Postdoctoral Fellow; Process; Publishing; Research; Research Personnel; Research Support; Resource Sharing; Resources; Scientist; Series; Students; Substance Use Disorder; Technology; Time; Underrepresented Populations; Visualization; adaptive intervention; analytical method; base; behavioral health; contextual factors; cost; data sharing; design; digital; digital treatment; effective intervention; faculty community; implementation science; industry partner; innovation; interdisciplinary collaboration; multimodal data; new technology; novel; novel strategies; personalized intervention; physical conditioning; ranpirnase; sensor; sensor technology; student training; substance use treatment; terabyte; therapy development; user centered design

EMERGING TECHNOLOGY AND DATA ANALYTICS PROJECT SUMMARY The science of behavioral health, and the development of effective interventions in behavioral health, are increasingly supported by a range of technologies – from sensors that measure physiological conditions and contextual factors, to algorithms that infer (and predict) an individual’s receptivity to an intervention in the moment, to analytics that infer behavioral characteristics or individual phenotypes, to real-time classifiers that drive just-in-time adaptive interventions, to analytic methods to statistically understand multimodal datasets, to visualizations that sift through terabytes of sensor data, to user-centric design processes that lead to novel interfaces that are acceptable and usable. Faculty affiliated with the CTBH Emerging Technologies and Data Analytics Core (ETDA Core), which launched in the last P30 renewal period, have the expertise to address all these components in this spectrum of foundational technologies. In this P30 Center renewal application, the ETDA Core will enhance educational and research opportunities focused on the application of emerging technologies and data analytics to the development and evaluation of digital therapeutics. The Core will continue our current activities, including expanding the ETDA Core community, promoting reciprocal learning, assisting with the seminar series, supporting the shared resources developed during the current P30 period, providing expert consulting, and engaging with the Pilot Core to sponsor Pilot RFAs that encourage and enable collaborations between ETDA-Core affiliates and CTBH behavioral scientists. And, the Core will launch new activities, including hosting a tutorial series, contributing to several research cross-Core workshops, sponsoring a trainee lunch series, expanding its expert consulting, expanding industry partnerships, expanding international collaborations, addressing challenges of scale, supporting research aimed at personalized interventions, supporting research on transdiagnostic mechanisms and interventions, supporting activities related to digital ethics, and expanding efforts to increase inclusion of underrepresented populations. The ETDA Core will also support shared resources among our interdisciplinary Center team to enhance the pace of development, and resulting potency, of digital therapeutics. To this end, the Core will maintain and expand its pool of shared hardware, maintain and expand its set of group licenses for specialized software, maintain and refine its home-grown software libraries, develop guidelines and best practices for effective user- centered design of behavioral interventions, seek permission to obtain and share data sets, and further develop its staff’s expertise in the creation and management of technology fundamental to operating robust and scalable behavioral-health studies.

新兴技术和数据分析项目摘要 行为健康科学以及行为健康中有效干预措施的发展是 越来越多地得到一系列技术的支持 - 从测量生理条件和 上下文因素，以推断（并预测）个人对干预的算法 时刻，分析将行为特征或单个表型推断为实时分类器 驱动及时的自适应干预措施，以分析方法以统计上理解多模式数据集， 通过传感器数据筛分筛分的可视化量，以用户为中心的设计过程，这些过程导致新颖 可以接受且可用的接口。 CTBH新兴技术和数据的会员 在上一个P30续签时期推出的Analytics Core（ETDA Core）具有解决所有问题的专业知识 这些组成部分中的基础技术。 在此P30中心更新应用中，ETDA核心将增强教育和研究机会 专注于新兴技术和数据分析在开发和评估中的应用 数字疗法。核心将继续我们当前的活动，包括扩展ETDA核心 社区，促进互惠学习，协助开创性系列，支持共享资源 在当前的P30期间开发，提供专家咨询，并与Pilot Core互动 鼓励和启用ETDA核分支机构与CTBH之间的合作的赞助者飞行员RFA 行为科学家。而且，核心将发起新的活动，包括主持教程系列，为 几个研究跨核研讨会，赞助了学员午餐系列，扩大了其专家咨询， 扩大行业伙伴关系，扩大国际合作，应对规模挑战， 支持针对个性化干预措施的研究，支持对转诊机制的研究 和干预措施，支持与数字道德有关的活动以及扩大努力以增加包含 人口不足。 ETDA核心还将支持我们跨学科中心团队之间的共同资源，以增强 发展的速度和导致的数字疗法的效力。为此，核心将维护和 扩展其共享硬件池，维护和扩展其专用软件的组许可集， 维护和完善其本土软件库，制定有效用户的准则和最佳实践 - 行为干预的中心设计，寻求获得和共享数据集的许可，并进一步 发展其员工在创建和管理技术方面的专业知识，以实现强大的运营 和可扩展的行为健康研究。