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Developing data science solutions to mitigate the health impacts of climate change in Africa: the HE2AT Center

Developing data science solutions to mitigate the health impacts of climate change in Africa: the HE2AT Center
开发数据科学解决方案以减轻非洲气候变化对健康的影响:HE2AT 中心
批准号:
10655608
负责人:
Matthew Francis Chersich
金额:
$129.92万
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
未结题
起止时间:
2021-09-15 至 2026-06-30
关键词:
AddressAdoptedAfricaAfrica South of the SaharaAfricanAirBasic ScienceBehavioralBehavioral SciencesBiometryBirth WeightCenters for Disease Control and Prevention (U.S.)CharacteristicsClimateClimatologyClinicalClinical MedicineCollaborationsCommunitiesComputersDangerousnessDataData AnalysesData ScienceData ScientistData SourcesDevelopmentDiseaseEcosystemElementsEnvironmental ExposureEventFutureGeneral PopulationGeographyGoalsGovernmentHealthHealth SciencesHeat WavesHousingIndividualIndustrializationIndustryInfluentialsInstitutionIvory CoastKnowledgeLinkLow incomeMachine LearningMorbidity - disease rateOutcomeOutputParticipantPersonsPilot ProjectsPlanetsPoliciesPre-EclampsiaPregnant WomenPremature BirthPreparationPublic HealthResearchResearch ActivityResearch PriorityResearch Project GrantsResourcesRiskRisk FactorsScientistSeriesSocial SciencesSoftware DesignSouth AfricaSpecificitySystemTechniquesTechnologyTemperatureTestingTimeTrainingTraining SupportUnited StatesUniversitiesVertebral columnVulnerable PopulationsWeatherWorkbuilt environmentburden of illnesscareerclimate changeclimate crisisclimate dataclimate impactclimate-related healthcohortcomplex datacomputer sciencedata ecosystemdata managementdata repositorydata reusedigitaldoctoral studentextreme heatglobal temperaturehazardhealth datahealth goalshigh riskhigh risk populationinnovationinterestmachine learning algorithmmaternal outcomemortalityneonatal outcomeneonateprogramsprospectiveresponserisk predictionsocialstatisticsurban areaurban setting

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HE2AT Center Overall - Project summary/abstract The world's climate is changing rapidly, with global temperatures having risen more than 1°C since the industrial revolution, and a further 0.5°C increase is likely by 2040. Heat waves and rising temperatures have major, though underappreciated, health implications, particularly for vulnerable populations in low-income settings. The overarching objective of the Heat and Health African Transdisciplinary Center (HE2AT Center) is to develop innovative solutions to mitigate the health impacts of climate change in Africa. The consortium of academic and non-academic partners is drawn from across sub-Saharan Africa and from the United States, and constitutes a transdisciplinary group, including heat physiologists, biomedical and climate content experts, public health practitioners, social-behavioral scientists as well as statisticians, and computer and data scientists. The Center will systematically develop a data ecosystem containing biomedical data, integrated with weather, air quality and other environmental data, and other geospatial data within two existing highly- complementary data platforms (IBM-PAIRS and the University of Cape Town). Over five years we will implement two Research Projects and 10-12 Pilot Projects, all streamlined and supported by the Administration, Data Management and Analysis, and Training and Engagement Cores. The first Project will implement an innovative data science approach to characterize the clinical outcomes of heat exposure in pregnant women and neonates. We will reuse data from cohorts and trials among pregnant women and neonates conducted across sub-Saharan Africa since the year 2000. Data from systematically identified studies will be integrated in an Individual Participant Data platform from data repositories and data owners. Then, analyses of relationships between heat exposure and outcomes (preterm birth, birth weight and pre- eclampsia) will inform quantification of heat-related disease burden. Finally, taking all findings together, we will pilot a district-level climate change indicator, the first of its kind. The second Project assesses the burden of heat-related morbidity in vulnerable urban settings using geospatial and heat hazard analyses in Abidjan, Cote d'Ivoire and Johannesburg, South Africa. This Project uses more complex data and data sources on the built environment and topography, for example, to assess heat-health impacts, and how these vary across urban geographies. Activities will inform development of an Early Warning System, including a digital App that delivers information to people on their forecasted risks of heat-health disease, based on their individualized risk profile, as determined by a machine learning algorithm which takes into account weather conditions, individual characteristics, geolocation and other factors that drive risk. These systems are a central element in heatwave responses, allow for adequate preparations for heat events, which is especially important for vulnerable groups and industry. We will collaborate closely with other Hubs and parts of the DS-I Africa consortium, supporting them to incorporate climate data within their research activities, and vice versa.
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Developing data science solutions to mitigate the health impacts of climate change in Africa: the HE2AT Center
  • 批准号:
    10314149
  • 项目类别:
  • 资助金额:
    $130.0万
  • 财政年份:
    2021
  • 负责人:
    Matthew Francis Chersich
  • 依托单位:
Developing data science solutions to mitigate the health impacts of climate change in Africa: the HE2AT Center
  • 批准号:
    10490366
  • 项目类别:
  • 资助金额:
    $129.89万
  • 财政年份:
    2021
  • 负责人:
    Matthew Francis Chersich
  • 依托单位:
海外基金