Data Science Core

7.项目摘要/摘要 数据科学核心(DSC)的总体目标是推进多学科、多方法 研究设计和方法、数据分析和数据共享的方法，以加强 在国家阿片类药物使用的背景下与育儿有关的预防研究、培训和数据共享 比例。数据科学核心(DSC)将通过以下方式作为PWO预防中心的关键资源： 支持整合和统一三个研究项目的数据，来自试点的数据 和培训核心，以及来自现有地方和国家数据资源的数据；(B)支持与 内部和外部调查人员和公众；(C)提供研究设计和多变量数据分析 支持传入数据，包括智能试验设计和机器学习等新方法 (D)支持对早期职业科学家进行数据科学培训。我们将在先前工作的基础上再接再厉 在我们的UO-OHSU协作调查团队中，并利用最新的数据科学和数据共享 我们的研究人员参与的NIH内部的创新(例如，NIDA的ABCD倡议、 董事的ECHO联盟)，以集成量化、神经认知和干预方法 横切我们的主题集成中心。为了在整个中心重复协同效应，DSC还将 为中心研究人员和早期职业科学家提供支持和培训，与 管理和试点及培训的核心目标是培养下一代研究人员。我们的努力是 基础设施非常强大，由总统数据科学倡议在 UO，其中包括为学生和中心科学家服务的数据科学培训活动。DSC 将以综合方式向研究项目、试点和外部研究人员提供服务， 提高工作效率并创造新的机会，以促进以下人员的育儿改进 受阿片类药物使用影响的个人和家庭。与我们的数据共享方法和目标一致，所有 软件和数据的设计将允许更广泛的科学界发布和使用。

7. PROJECT SUMMARY/ABSTRACT The overarching goal of the Data Science Core (DSC) is to advance multidisciplinary, multimethod approaches to research design and methodology, data analysis, and data sharing in order to enhance prevention research, training, and data sharing related to parenting in the context of opioid use on a national scale. The Data Science Core (DSC) will serve as a key resource for the PWO Prevention Center by: (a) supporting the integration and harmonization of data across the three Research Projects, data from the Pilot and Training Core, and data from existing local and national data resources; (b) supporting data sharing with internal and external investigators and the public; (c) providing research design and multivariate data analysis support for incoming data, including novel approaches such as SMART trial designs and machine learning approaches; and (d) supporting data science training for Early Career Scientists. We will build upon prior work within our UO-OHSU collaborative investigative team and draw upon recent data science and data sharing innovations within NIH that our investigators are members of (e.g., NIDA’s ABCD initiative, the Office of the Director’s ECHO consortium) to integrate quantitative, neurocognitive, and intervention methodologies that cross-cut our thematically-integrated Center. To iterate the synergy across the Center, the DSC will also provide support and training to Center investigators and Early Career Scientists, interfacing with the Administrative and Pilot & Training Core aims of seeding the next generation of researchers. Our efforts are grounded in an exceptionally strong infrastructure provided by the Presidential Data Science Initiative at the UO, which includes training activities in data science that will serve students and Center scientists. The DSC will provide services to the Research Projects, Pilots, and external researchers in integrated ways that will create efficiencies in effort and create new opportunities to facilitate improvements in parenting among individuals and families affected by opioid use. Consistent with our data sharing approach and goals, all software and data will be designed to allow for release and use by the broader scientific community.