Center of Excellence for Mobile Sensor Data-to-Knowledge (MD2K) - OVERALL
Center of Excellence for Mobile Sensor Data-to-Knowledge (MD2K) - OVERALL
批准号:
8775935
负责人:
Santosh Kumar
金额:
$197.6万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2014
资助国家:
美国
项目状态:
已结题
起止时间:
2014-09-29 至 2018-09-30
关键词:
AddressAlgorithmsArchitectureAreaAsthmaBackBehaviorBehavioralBig DataBiologicalBiomedical ResearchCardiovascular DiseasesChronic DiseaseClinicalCommunitiesComplexComputer softwareComputing MethodologiesCongestive Heart FailureDataData AnalysesDevicesDiabetes MellitusDiseaseDocumentationE-learningEducational CurriculumEnvironmentEnvironmental Risk FactorEtiologyEventFoundationsFundingGeneticGenomicsGoalsHealthHealthcareImageImageryIndividualInterventionInvestmentsKnowledgeKnowledge DiscoveryMalignant NeoplasmsMeasuresMedicineMental DepressionMethodsMiningObesityParticipantPatient CarePatient MonitoringPatient Self-ReportPatientsPatternPersonsPopulationPrevention strategyPreventiveProcessProviderRelapseResearch PersonnelResearch TrainingRisk FactorsScienceSemanticsSeriesSmokerSoftware ToolsStagingStandardizationStructureSystemTechnologyTimeTrainingUnited StatesUnited States National Institutes of HealthVisionbaseburden of illnesscare deliverycomputer infrastructuredesigndisorder riskexperiencehandheld mobile deviceimprovedinstructormHealthopen sourcepreventpublic health relevancesensorsocialsoftware developmenttheoriestooltreatment responseusability
中文摘要
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英文摘要
DESCRIPTION (provided by applicant): Rapid advances in technology, are leading to field-deployable mobile sensing devices that can now be used to quantify complex dynamics across time of key physical, biological, behavioral, social, and environmental factors that contribute to
health and disease risk. These data will enable us to break through to the next level of biomedical understanding of causation in complex disorders. While ongoing efforts have made significant strides in the analysis of "big data" in the areas of genomics, imaging, and EHR, significant new investment is needed to develop and disseminate data analytics tools specific to the unique features of mobile sensor data (e.g., high volume, velocity, variety, variability, and versatility) to convert this wealth of data into information, knowledge, and action. Investment in strong, open, scientific, and computational infrastructure for mobile "big data" at this early stag promises outsize returns to advance science and improve health. The Center of Excellence for Mobile Sensor Data-to-Knowledge (MD2K) will generate generalizable theory, methods, tools, and software, to address major barriers to processing complex mobile sensor data and its use in biomedical knowledge discovery and just-in-time care delivery, laying the foundation for P5 Medicine. It will develop and implement a standards-based, interoperable, extensible and open-source big data software platform for efficient implementation of MD2K data analytics. The MD2K Center will demonstrate the feasibility, utility, and generalizability of the MD2K approach by implementing the entire MD2K data analytics system in the context of two biomedical applications - reducing relapse among abstinent daily smokers and reducing readmission among congestive heart failure (CHF) patients. All the tools and software developed by the Center will be freely available as standards-compliant and open-source with documentation to engage data science researchers in advancing the science of MD2K and its integration with other biomedical big data such as EHRs, genomics, and imaging. The Center will provide training materials to help biomedical researchers install the MD2K software on their mobile devices and servers to collect mobile sensor data and analyze these data for biomedical discovery.
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科研奖励(0)
会议论文
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批准号:10448467
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资助金额:$41.31万
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财政年份:2020
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批准号:10541802
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资助金额:$44.8万
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财政年份:2020
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批准号:10025130
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Targeted Nano-Chemosensitization of Breast Cancers
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批准号:9230196
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财政年份:2017
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依托单位:
Exosomes in tobacco-and HIV-mediated neurotoxcity
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批准号:9174185
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资助金额:$24.1万
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财政年份:2016
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负责人:Santosh Kumar
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依托单位:
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批准号:9087238
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项目类别:
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资助金额:$264.54万
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财政年份:2014
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依托单位:
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批准号:8935797
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项目类别:
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资助金额:$264.54万
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财政年份:2014
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依托单位:
Administrative Supplement to 1U54EB020404 award Mobile Data to Knowledge: Combining Genomic and Mobile Data Around Physical Activity
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批准号:9198625
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项目类别:
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批准号:9206672
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财政年份:2014
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负责人:Santosh Kumar
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依托单位:
Role of cytochrome P450 in alcohol-mediated effects on antiretroviral and HIV-1
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批准号:8855029
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项目类别:
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资助金额:$9.0万
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财政年份:2013
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负责人:Santosh Kumar
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依托单位:
Role of cytochrome P450 in alcohol-mediated effects on antiretroviral and HIV-1
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批准号:8918393
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项目类别:
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资助金额:$32.74万
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财政年份:2013
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负责人:Santosh Kumar
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依托单位:
Role of cytochrome P450 in alcohol-mediated effects on antiretroviral and HIV-1
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批准号:8602712
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项目类别:
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资助金额:$24.98万
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财政年份:2013
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负责人:Santosh Kumar
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依托单位:
Role of cytochrome P450 in alcohol-mediated effects on antiretroviral and HIV-1
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批准号:8737164
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项目类别:
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资助金额:$32.74万
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财政年份:2013
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负责人:Santosh Kumar
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依托单位:
Predicting Smoking Abstinence via Mobile Monitoring of Stress and Social Context
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批准号:8402064
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项目类别:
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资助金额:$44.13万
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财政年份:2012
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负责人:Santosh Kumar
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依托单位:
Predicting Smoking Abstinence via Mobile Monitoring of Stress and Social Context
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批准号:8542814
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项目类别:
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资助金额:$43.32万
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财政年份:2012
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依托单位:
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项目类别:
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财政年份:2012
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负责人:Santosh Kumar
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依托单位:
海外基金