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Methods Core

Methods Core
方法核心
批准号:
10680536
负责人:
PATRICK J HEAGERTY
金额:
$27.08万
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 ResearchClinical ServicesClinical TrialsCodeCollaborationsCollectionCommunitiesCreativenessDataData CollectionData Coordinating CenterData ScienceDevelopmentDiagnosisDiagnosticDiseaseElectronic Health RecordElectronicsFosteringFoundationsFundingGoalsHealth Services ResearchHealth TechnologyHeterogeneityInformaticsInformation RetrievalInternational Statistical Classification of Diseases and Related Health Problems, Tenth Revision (ICD-10)LeadershipLearningMachine LearningMeasurementMedical ImagingMethodologyMethodsMissionModernizationMonitorMusculoskeletalMusculoskeletal DiseasesNational Institute of Arthritis, and Musculoskeletal, and Skin DiseasesNatural Language ProcessingObservational StudyOrganization administrative structuresOutcomePatient Outcomes AssessmentsPatientsPhasePhenotypePositioning AttributePreventionProceduresProcessRadiology SpecialtyRandomizedReportingReproducibilityResearchResearch DesignResearch MethodologyRoleSecureSystemTelephoneTextUnited States National Institutes of HealthUniversitiesUse EffectivenessValidationWashingtonclinical centerclinical developmentclinical predictorscomparative effectivenessconvolutional neural networkdata qualitydata science infrastructuredesignelectronic medical record systemelectronic structureflexibilityhealth care deliveryhigh dimensionalityimage processinginnovationmHealthmachine learning methodnovelobservational cohort studypragmatic studypragmatic trialquality assurancerandomized trialresearch data disseminationstatistical and machine learningstatisticstreatment effecttrial designunstructured data

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中文摘要
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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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Methods Core
  • 批准号:
    10475475
  • 项目类别:
  • 资助金额:
    $29.9万
  • 财政年份:
    2017
  • 负责人:
    PATRICK J HEAGERTY
  • 依托单位:
Data Coordinating Center for Spinal Manipulation and Patient Self-Management for Preventing Acute to Chronic Back Pain (PACBACK)
  • 批准号:
    10226960
  • 项目类别:
  • 资助金额:
    $43.55万
  • 财政年份:
    2017
  • 负责人:
    PATRICK J HEAGERTY
  • 依托单位:
Data Coordinating Center for Spinal Manipulation and Patient Self-Management for Preventing Acute to Chronic Back Pain (PACBACK)
  • 批准号:
    10895775
  • 项目类别:
  • 资助金额:
    $13.82万
  • 财政年份:
    2017
  • 负责人:
    PATRICK J HEAGERTY
  • 依托单位:
Data Coordinating Center for Spinal Manipulation and Patient Self-Management for Preventing Acute to Chronic Back Pain (PACBACK)
  • 批准号:
    10460354
  • 项目类别:
  • 资助金额:
    $59.92万
  • 财政年份:
    2017
  • 负责人:
    PATRICK J HEAGERTY
  • 依托单位:
海外基金