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Methods Core

Methods Core
方法核心
批准号:
10475475
负责人:
PATRICK J HEAGERTY
金额:
$29.9万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2017
资助国家:
美国
项目状态:
未结题
起止时间:
2017-09-21 至 2027-07-31
关键词:
AdoptedAlgorithmsAreaArtificial IntelligenceAutomobile DrivingBiomedical ResearchBiometryCharacteristicsClinicalClinical DataClinical InformaticsClinical ResearchClinical ServicesClinical TrialsCodeCohort StudiesCollaborationsCollectionCommunitiesDataData CollectionData Coordinating CenterData ScienceDevelopmentDiagnosisDiagnosticDiseaseElectronic Health RecordFosteringFoundationsFundingGoalsHealth Services ResearchHealth TechnologyHeterogeneityInformaticsInformation RetrievalInternational Statistical Classification of Diseases and Related Health Problems, Tenth Revision (ICD-10)LeadLeadershipLearningMachine LearningMeasurementMedical ImagingMethodologyMethodsMissionModernizationMonitorMusculoskeletalMusculoskeletal DiseasesNational Institute of Arthritis and Musculoskeletal and Skin DiseasesNatural Language ProcessingObservational StudyOutcomePatient Outcomes AssessmentsPatientsPhasePhenotypePositioning AttributePreventionProceduresProcessRadiology SpecialtyRandomizedRandomized Clinical TrialsReportingReproducibilityResearchResearch DesignResearch MethodologyRoleSecureSystemTelephoneTextUnited States National Institutes of HealthUniversitiesUse EffectivenessValidationWashingtonalgorithm developmentclinical centerclinical developmentcluster trialcomparative effectivenessconvolutional neural networkdata qualitydata science infrastructuredesignelectronic structureflexibilityhealth care deliveryhigh dimensionalityimage processinginnovationlearning algorithmmHealthmachine learning methodnovelpragmatic trialquality assurancerandomized trialresearch data disseminationstatistical and machine learningstatisticstreatment effecttrial designunstructured data

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中文摘要
翻译
方法学核心的目标是支持高影响力的临床研究,重点是 肌肉骨骼疾病的诊断、治疗和预防。具体而言是 Methodologic Core将提供必要的当代数据科学基础设施, 利用电子健康记录(EHR)的研究,以及收集患者报告的试验 成果。我们将围绕两大主题举办多项活动: 验证性学习,包括观察性研究的设计和分析, 随机试验;以及利用当代机器学习的预测学习, 用于处理电子健康记录数据和其他高维数据的人工智能 信息.数据科学正在推动临床研究的创新, 多个EMR系统为大规模临床学习提供了新的机会。最终 严格的研究需要新的方法来提取可靠的信息, 试验的设计可以根据患者的独特特征和背景进行调整, 卫生保健提供系统。华盛顿大学生物医学统计中心 (CBS)提供了信息学和统计学的领导,以多种观测和 专注于肌肉骨骼疾病的随机研究, 在NIAMS使命范围内扩大影响的基础。
英文摘要
The goal of the Methodologic Core is to support high-impact clinical research focusing on the diagnosis, treatment, and prevention of musculoskeletal diseases. Specifically, the Methodologic Core will provide the contemporary data science infrastructure necessary for studies that leverage electronic health records (EHR), and for trials that collect patient reported outcomes. We will organize around two major themes encompassing multiple activities: confirmatory learning which includes design and analysis of observational studies and randomized trials; and predictive learning which leverages contemporary machine learning and artificial intelligence for processing electronic health records data and other high-dimensional information. The data sciences are driving innovation in clinical research with the linkage of multiple EMR systems opening new opportunities for large-scale clinical learning. Ultimately rigorous research demands new methods for the extraction of reliable information and requires the design of trials that can tailor to the unique characteristics of patients and the context of health care delivery systems. The University of Washington Center for Biomedical Statistics (CBS) has provided informatics and statistical leadership to multiple observational and randomized studies focusing on musculoskeletal disorders and is uniquely positioned to provide the foundation for expanded impact within the broad scope of the NIAMS mission.
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  • 批准号:
    10226960
  • 项目类别:
  • 资助金额:
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  • 财政年份:
    2017
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  • 依托单位:
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  • 财政年份:
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  • 依托单位:
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  • 批准号:
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  • 项目类别:
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  • 批准号:
    9923235
  • 项目类别:
  • 资助金额:
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  • 财政年份:
    2017
  • 负责人:
    PATRICK J HEAGERTY
  • 依托单位:
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