PIPP Phase I: BEHIVE - BEHavioral Interaction and Viral Evolution for Pandemic Prevention and Prediction
PIPP Phase I: BEHIVE - BEHavioral Interaction and Viral Evolution for Pandemic Prevention and Prediction
批准号:
2200269
负责人:
B Aditya Prakash
金额:
$100.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2022
资助国家:
美国
项目状态:
未结题
起止时间:
2022-08-01 至 2025-01-31
中文摘要
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英文摘要
The COVID-19 pandemic has highlighted human vulnerability to infectious disease outbreaks and reinforced the need for improved data-driven response and preparedness. The BEHIVE (BEHavioral Interaction and Viral Evolution) research team for Predictive Intelligence for Pandemic Prevention (PIPP) aims to tackle a fundamental challenge in disease outbreak prevention by integrating the study of human behavior using a computational data-driven lens. The impact of human behavior and social interactions remain underutilized in efforts spanning scenario development, forecasting, and epidemic mitigation. Proposed educational and outreach activities will train early career researchers and practitioners in PIPP. The trans-disciplinary nature of the project including connections with the humanities will encourage diverse cohorts of researchers to engage in this public-facing field.Several accelerating trends, such as widening data collection, new Artificial Intelligence (AI) and Machine Learning (ML) techniques, high fidelity computational modeling and recent surge in social/behavioral knowledge due to COVID-19, create an opportunity to tackle the challenge of integrating human behavior into epidemic response using a synergistic team-science approach. Project will develop methods incorporating behavioral feedback to bridge mechanistic and AI models, to provide specificity and context needed via genomic surveillance and robust predictions, and to empower coordinated decision making by building strategic portfolios. These efforts will lead to novel AI/ML frameworks, new modeling/decision-making paradigms, facilitate early warning systems and inform mitigation efforts to prevent pandemics and reduce risk of outbreaks in the first place. The diverse interdisciplinary team consists of computer scientists, biologists, engineers, and behavioral scientists, along with experts in medicine and public health (from Georgia Tech, MIT, Michigan, UGA and Mayo Clinic) with broad and significant expertise in epidemic research spanning foundational research and intervention-focused work during the COVID-19 pandemic. The project team will also partner with multiple academic, industrial, government public health and non-profit setups, which will help enlarge the impact of the proposed research. This award is supported by the cross-directorate Predictive Intelligence for Pandemic Prevention Phase I (PIPP) program, which is jointly funded by the Directorates for Biological Sciences (BIO); Computer, Information Science and Engineering (CISE); Engineering (ENG) and Social, Behavioral and Economic Sciences (SBE).This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(6)
专著(0)
科研奖励(0)
会议论文
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DOI:
10.48550/arxiv.2307.08849
发表时间:
2023-07
期刊:
影响因子:
--
作者:
[Lingkai Kong;Jiaming Cui;Haotian Sun;Yuchen Zhuang;B. Prakash;Chao Zhang]
通讯作者:
Lingkai Kong;Jiaming Cui;Haotian Sun;Yuchen Zhuang;B. Prakash;Chao Zhang
Differentiable Agent-based Epidemiology
基于可微分代理的流行病学
DOI:
--
发表时间:
2023
期刊:
AAMAS Conference proceedings
影响因子:
--
作者:
[A. Chopra, A. Rodriguez]
通讯作者:
A. Chopra, A. Rodriguez
Modelling Healthcare Associated Infections with Hypergraphs.
使用超图对医疗保健相关感染进行建模。
DOI:
--
发表时间:
2023
期刊:
ACM SIGKDD Epidemiology meets Data Mining and Knowledge Discovery (epiDAMIK
影响因子:
--
作者:
[Vivek Anand, B. Aditya Prakash]
通讯作者:
B. Aditya Prakash
DOI:
10.1609/aaai.v37i4.25554
发表时间:
2023-06
期刊:
影响因子:
--
作者:
[Hankyu Jang;Andrew Fu;Jiaming Cui;M. Kamruzzaman;B. Prakash;A. Vullikanti;B. Adhikari;Sriram V. Pemmaraju]
通讯作者:
Hankyu Jang;Andrew Fu;Jiaming Cui;M. Kamruzzaman;B. Prakash;A. Vullikanti;B. Adhikari;Sriram V. Pemmaraju
DOI:
10.1609/aaai.v37i12.26690
发表时间:
2022-02
期刊:
影响因子:
--
作者:
[Alexander Rodr'iguez;Jiaming Cui;Naren Ramakrishnan;B. Adhikari;B. Prakash]
通讯作者:
Alexander Rodr'iguez;Jiaming Cui;Naren Ramakrishnan;B. Adhikari;B. Prakash
共 6 条
Collaborative Research: National Symposium on PRedicting Emergence of Virulent Entities by Novel Technologies (PREVENT)
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批准号:2115126
-
项目类别:Standard Grant
-
资助金额:$6.61万
-
财政年份:2021
-
负责人:B Aditya Prakash
-
依托单位:
III: Medium: Collaborative Research: Detecting and Controlling Network-based Spread of Hospital Acquired Infections
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批准号:1955883
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项目类别:Standard Grant
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资助金额:$41.6万
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财政年份:2020
-
负责人:B Aditya Prakash
-
依托单位:
RAPID: Collaborative Research: Using Phylodynamics and Line Lists for Adaptive COVID-19 Monitoring
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批准号:2027862
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项目类别:Standard Grant
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资助金额:$5.0万
-
财政年份:2020
-
负责人:B Aditya Prakash
-
依托单位:
CAREER: Bridging the Data-Model Gap -- Leveraging Surveillance for Propagation Mining over Networks
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批准号:2028586
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项目类别:Continuing Grant
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资助金额:$44.31万
-
财政年份:2020
-
负责人:B Aditya Prakash
-
依托单位:
CAREER: Bridging the Data-Model Gap -- Leveraging Surveillance for Propagation Mining over Networks
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批准号:1750407
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项目类别:Continuing Grant
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资助金额:$55.0万
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财政年份:2018
-
负责人:B Aditya Prakash
-
依托单位:
EAGER: Immunization in Influence and Virus Propagation on Large Networks
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批准号:1353346
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项目类别:Standard Grant
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资助金额:$8.88万
-
财政年份:2013
-
负责人:B Aditya Prakash
-
依托单位:
国内基金
海外基金
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