Evidence to improve heat warning effectiveness in reducing morbidity and mortality.
Evidence to improve heat warning effectiveness in reducing morbidity and mortality.
批准号:
10051418
负责人:
GREGORY A WELLENIUS
金额:
$62.74万
依托单位国家:
美国
项目类别:
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-01-01 至 2022-10-31
关键词:
AgeAir ConditioningCessation of lifeCharacteristicsClassificationCommunitiesCountryDataEffectivenessEmergency SituationEmergency department visitEnrollmentEthnic OriginEventExposure toGeographyGoalsGovernment AgenciesGovernment OfficialsHealthHealth BenefitHeat Stress DisordersHospitalizationHumidityIndividualInsurance CarriersKnowledgeLocal GovernmentLocationMedicareMethodsMorbidity - disease rateOutcomeParticipantPolicy MakerPopulation HeterogeneityPredispositionPrevalencePublic HealthRaceResearch PersonnelRiskSample SizeSeasonsServicesSocioeconomic StatusStructureTemperatureUnited StatesWeatherage groupattributable mortalitybasebeneficiaryburden of illnesscomparativeevidence baseextreme heathuman old age (65+)improvedindexinginnovationinsightlearning strategymachine learning methodmortalitymortality risknovelpreventpublic health emergencyresponsesexstatistical learning
中文摘要
点击翻译按钮获取中文摘要
英文摘要
Project Summary/Abstract
While exposure to high ambient temperature (i.e., heat) has long been recognized as a threat to public
health, the burden of illness and death attributable to heat in the US remains high. In an effort to reduce heat-
related mortality and morbidity, the US National Weather Service (NWS) issues heat alerts in advance of
forecasted extreme heat events to communicate these risks to the public and government officials. However, it
is largely unknown: (1) what are the optimal metrics of heat stress to inform when to issue heat alerts, (2) how
effective are heat alerts in protecting the public’s health and (3) what factors make heat alerts comparatively
more or less effective in some places or in some people versus others. In the absence of such information, we
will fail to maximize the public health benefits of heat alerts.
The goals of this proposal are to identify the optimal health-based and location-specific metrics for
issuing heat alerts, to estimate the causal benefits of heat alerts, and to identify characteristics of individuals or
communities associated with the greatest reductions in morbidity or mortality following heat alerts. Specifically,
using national claims data on deaths and hospital admissions among the large, geographically diverse
population of >60 million US Medicare beneficiaries age ≥65 years enrolled between 2001 and 2015, and on
emergency department visits among >130 million participants of all ages from one of the nation’s largest health
insurers, we propose to: (Aim 1) Use novel machine learning methods to identify the heat metric(s) (e.g., heat
index, ambient temperature, spatial synoptic classification, wet bulb globe temperature, absolute humidity) that
best predict excess heat-related deaths, emergency hospitalizations, and emergency departments visits in
each location, (Aim 2) estimate the causal effects of NWS heat alerts on rates of mortality, hospitalizations,
and emergency department visits across the country and within groups stratified by health outcome, sex, and
age group, and (Aim 3) assess how the benefits of heat alerts vary across characteristics of communities.
Key innovations of this proposal include a very large sample size, geographic diversity encompassing
the entire US, the assessment across multiple health endpoints and age groups, and the use of sophisticated
methods in statistical learning and causal inference. Collectively, the findings from this proposal will provide
meteorologists, public health and emergency management officials, and local policy-makers with critical
information to better protect public health during extreme heat events and guide more targeted future research
on strategies to mitigate the adverse health effects of heat.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
Evidence to improve heat warning effectiveness in reducing morbidity and mortality.
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批准号:10164490
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项目类别:
-
资助金额:$61.36万
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财政年份:2019
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负责人:GREGORY A WELLENIUS
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依托单位:
Evidence to improve heat warning effectiveness in reducing morbidity and mortality.
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批准号:10292909
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项目类别:
-
资助金额:$60.53万
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财政年份:2019
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负责人:GREGORY A WELLENIUS
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依托单位:
Residential Air Pollution and Preeclampsia
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批准号:8570629
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项目类别:
-
资助金额:$26.78万
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财政年份:2013
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负责人:GREGORY A WELLENIUS
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依托单位:
Ambient Air Pollution and Incident Stroke
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批准号:8650891
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项目类别:
-
资助金额:$53.14万
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财政年份:2012
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负责人:GREGORY A WELLENIUS
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依托单位:
Ambient Air Pollution and Incident Stroke
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批准号:8827338
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项目类别:
-
资助金额:$48.88万
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财政年份:2012
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负责人:GREGORY A WELLENIUS
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依托单位:
Ambient Air Pollution and Incident Stroke
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批准号:8305230
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项目类别:
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资助金额:$65.29万
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财政年份:2012
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负责人:GREGORY A WELLENIUS
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依托单位:
Ambient Air Pollution and Incident Stroke
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批准号:8494615
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项目类别:
-
资助金额:$52.82万
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财政年份:2012
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负责人:GREGORY A WELLENIUS
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依托单位:
Mechanisms of Air Pollution Health Effects in Subjects with Heart Failure
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批准号:7911207
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项目类别:
-
资助金额:$24.9万
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财政年份:2009
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负责人:GREGORY A WELLENIUS
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依托单位:
Mechanisms of Air Pollution Health Effects in Subjects with Heart Failure
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批准号:7940865
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项目类别:
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资助金额:$24.9万
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财政年份:2009
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负责人:GREGORY A WELLENIUS
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依托单位:
Mechanisms of Air Pollution Health Effects in Subjects with Heart Failure
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批准号:8135375
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项目类别:
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资助金额:$24.9万
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财政年份:2009
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负责人:GREGORY A WELLENIUS
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依托单位:
MECHANISMS OF AIR POLLUTION HEALTH EFFECTS IN SUBJECTS WITH HEART FAILURE
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批准号:7718941
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项目类别:
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资助金额:$0.01万
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财政年份:2008
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负责人:GREGORY A WELLENIUS
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依托单位:
Mechanisms of Air Pollution Health Effects in Subjects with Heart Failure
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批准号:7297578
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项目类别:
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资助金额:$8.72万
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财政年份:2007
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负责人:GREGORY A WELLENIUS
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依托单位:
Mechanisms of Air Pollution Health Effects in Subjects with Heart Failure
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批准号:7494976
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项目类别:
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资助金额:$8.77万
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财政年份:2007
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负责人:GREGORY A WELLENIUS
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依托单位:
Particulate Air Pollution and Acute Ischemic Stroke
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批准号:6935790
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项目类别:
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资助金额:$4.74万
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财政年份:2005
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负责人:GREGORY A WELLENIUS
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依托单位:
Particulate Air Pollution and Acute Ischemic Stroke
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批准号:7082022
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项目类别:
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资助金额:$5.22万
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财政年份:2005
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负责人:GREGORY A WELLENIUS
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依托单位:
海外基金