Center for Machine Learning in Urology-Admin Core

泌尿科机器学习中心-管理核心

• 批准号: 10260578
• 负责人: Gregory Edward Tasian
• 金额: $ 12.62万
• 依托单位: CHILDREN'S HOSP OF PHILADELPHIA
• 依托单位国家: 美国
• 财政年份: 2020
• 资助国家: 美国
• 起止时间: 2020-09-15 至 2023-06-30
• 项目状态: 已结题
• 来源: https://reporter.nih.gov/project-details/10260578
• 关键词: Adult; Algorithms; Award; Awareness; Benign; Characteristics; Child; Child Care; Clinic; Clinical; Clinical Research; Collaborations; Communication; Communities; Complex; Data; Development; Diagnosis; Disputes; Ensure; Fellowship; Functional disorder; Funding; Goals; Growth; Individual; Infrastructure; Institution; Interdisciplinary Study; Internet; Internships; Interpersonal Relations; Investigation; Knowledge; Leadership; Learning; Longevity; Machine Learning; Measurement; Mission; Modeling; National Institute of Diabetes and Digestive and Kidney Diseases; Outcome; Pattern; Pediatric Hospitals; Pennsylvania; Performance; Philadelphia; Prediction of Response to Therapy; Process; Publications; Research; Research Infrastructure; Research Personnel; Resolution; Resources; Structure; Students; Techniques; Training; Universities; Urologic Diseases; Urology; Vision; Work; base; clinical care; collaborative approach; complex data; design; improved; improved outcome; innovation; interdisciplinary collaboration; interest; knowledge of results; meetings; online resource; open-access repositories; peer; programs; risk stratification; skills; social culture; success; summer research; symposium; theories; tool; urologic

PROJECT SUMMARY ADMINISTRATIVE CORE The central mission of the proposed Children’s Hospital of Philadelphia (CHOP) and University of Pennsylvania (Penn) Center for Machine Learning in Urology (CMLU) is to apply machine learning to improve understanding of the pathophysiology, diagnosis, risk stratification, and prediction of treatment responses of benign urological disease among children and adults. Under the leadership of Dr. Gregory Tasian, the purpose of the Administrative Core is to direct the CMLU to ensure that it effectively and efficiently accomplishes its mission. To this end, the Administrative Core will administer the Educational Enrichment Program and create the infrastructure for scientific collaboration and communication within the CHOP/Penn Center and between other Exploratory Centers and NIDDK-funded programs. Through the Educational Enrichment Program, the Administrative Core will facilitate access of KURe recipients, UroEpi programs, P20 Developmental Center and O’Brien Center Investigators to the knowledge and expertise of CHOP and Penn investigators. Collectively, the Administrative Core programs will increase the strength of the benign urologic research community through interactive forums with the research base that generate new ideas, provide training in the application of machine learning, and disseminate research findings. The Administrative Core will advance the central mission of the CMLU through four synergistic Specific Aims. 1) To enhance and expand the larger benign urologic research community. 2) To create the infrastructure for implementing the strategic vision of the CHOP/Penn Center. 3) To direct the CHOP/Penn Center Educational Enrichment Program. 4) To evaluate the performance of the CHOP/Penn Center. The innovative structure of the Administrative Core is designed to break down silos by establishing relationships with investigators within CHOP and Penn and with the broader urologic research community, and availing the resources and findings of the CMLU to all stakeholders. These innovative activities include coaching clinics, interinstitutional exchange programs for trainees and junior investigators, a summer research fellowship, and an annual research symposium. In addition, we will provide a robust web presence to facilitate dissemination and building a research community. Web resources include an educational hub and open-access repository for all work products of the CMLU, both of which will help investigators within and outside of CHOP/Penn to apply machine learning tools to generate knowledge that improves the care for children and adults with benign urologic disease. The infrastructure provided by the Administrative Core will help to improve outcomes for individuals across the lifespan and create new opportunities for the wider research community to learn how to apply machine learning to the study of benign urologic disease.

项目概要 行政核心 拟建费城儿童医院 (CHOP) 和宾夕法尼亚大学的核心使命 （宾夕法尼亚大学）泌尿科机器学习中心（CMLU）旨在应用机器学习来提高理解 良性泌尿外科的病理生理学、诊断、风险分层和治疗反应预测 在 Gregory Tasian 博士的领导下，该项目的目标是预防儿童和成人的疾病。 行政核心是指导 CMLU 确保其有效且高效地完成其使命。 为此，行政核心将管理教育丰富计划并创建 CHOP/宾夕法尼亚中心内部以及其他中心之间的科学合作和交流的基础设施 探索中心和 NIDDK 资助的项目。 管理核心将促进 KURe 接受者、UroEpi 计划、P2​​0 发展中心和 奥布莱恩中心研究人员向 CHOP 和宾夕法尼亚大学研究人员提供的知识和专业知识。 行政核心计划将通过以下方式增强良性泌尿外科研究界的实力 与研究基地互动论坛，产生新想法，提供机器应用培训 学习和传播研究成果。行政核心将推进中心使命。 CMLU 通过四个协同具体目标。 1) 加强和扩大更大的良性泌尿外科研究群体。 2) 为实施 CHOP/宾夕法尼亚中心的战略愿景创建基础设施。 3) 指导 CHOP/宾夕法尼亚中心教育强化计划。 4) 评估 CHOP/宾夕法尼亚中心的表现。 行政核心的创新结构旨在通过建立关系来打破孤岛 与 CHOP 和宾夕法尼亚大学的研究人员以及更广泛的泌尿学研究界合作，并利用 这些创新活动包括辅导诊所、 为学员和初级研究人员提供的机构间交流计划、夏季研究奖学金以及 此外，我们将提供强大的网络服务以促进传播和研究。 建立一个研究社区，包括教育中心和面向所有人的开放访问存储库。 CMLU 的工作产品，这两者都将帮助 CHOP/Penn 内部和外部的研究人员申请 机器学习工具生成知识，改善对患有良性泌尿系统疾病的儿童和成人的护理 行政核心提供的基础设施将有助于改善个人的治疗结果。 并为更广泛的研究界创造新的机会来学习如何应用机器 学习良性泌尿系统疾病的研究。