ArticleEnvironmental health perspectives2021
The COVID-19 Pandemic Vulnerability Index (PVI) Dashboard: Monitoring County-Level Vulnerability Using Visualization, Statistical Modeling, and Machine Learning.
Abstract read
In one paragraph
Article in Environmental health perspectives, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers, 1 of them a synthesis that pooled it.
0numbers the graph read from it
0cells of the map it votes in
48citing papers in PubMed, 1 pooled it
–field-weighted citation impact
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
48 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Machine Learning Used in Communicable Disease Control: A Scoping Review.Public health reviews · 2026Pooled it
- Effects of a Health Education Intervention for COVID-19 Prevention in Latinx Communities: A Cluster-Randomized Controlled Trial.American journal of public health · 2022Trial
- An environmental vulnerability index framework supporting targeted public health interventions at the census tracts level.Journal of exposure science & environmental epidemiology · 2026Article
- Can past variants of SARS-CoV-2 predict the impact of future variants? Machine learning for early warning of US counties at risk.Health care management science · 2025Article
- REACH-OUT: Race, Ethnicity, and Air Pollution in COVID-19 Hospitalization OUTcomes.Research report (Health Effects Institute) · 2025Article
- The relationship between chronic air pollution exposure, neighborhood environmental vulnerability, and adverse COVID-19 morbidities among hospitalized New York City residents.Environment international · 2025Article
- Social Determinants of Health Associated With SARS-CoV-2 Testing and Vaccine Attitudes in a Cross-Sectional Study of Latinx Individuals in Oregon.AJPM focus · 2025Article
- Dynamic effects of psychiatric vulnerability, loneliness and isolation on distress during the first year of the COVID-19 pandemic.Nature. Mental health · 2025Article
- A novel approach for measuring allostatic load highlights differences in stress burdens due to race, sex and smoking status.PloS one · 2025Article
- Guided optimization of ToxPi model weights using a Semi-Automated approach.Computational toxicology (Amsterdam, Netherlands) · 2024Article
- Differential associations of mask mandates on COVID-19 infection and mortality by community social vulnerability.American journal of infection control · 2024Article
- Community-level Factors and their Associations with Changing Opioid Overdose Fatality Rates in Kentucky, 2019-2021.Journal of Appalachian health · 2024Article
- Disparity dashboards: an evaluation of the literature and framework for health equity improvement.The Lancet. Digital health · 2023Review
- The Creation of a Multidomain Neighborhood Environmental Vulnerability Index Across New York City.Journal of urban health : bulletin of the New York Academy of Medicine · 2023Article
- Preparing for the next outbreak: A review of indices measuring outbreak preparedness, vulnerability, and resilience.Preventive medicine reports · 2023Review
- Wrangling Whole Mixtures Risk Assessment: Recent Advances in Determining Sufficient Similarity.Current opinion in toxicology · 2023Article
- Pandemic vulnerability index of US cities: A hybrid knowledge-based and data-driven approach.Sustainable cities and society · 2023Article
- Incorporating resilience when assessing pandemic risk in the Arctic: a case study of Alaska.BMJ global health · 2023Review
- Potential Epidemic Vulnerability and Socioepidemiological Profile of SARS-CoV2 in the Brazilian Northeast Region.Tropical medicine and infectious disease · 2023Article
- Characteristics and specifications of dashboards developed for the COVID-19 pandemic: a scoping review.Zeitschrift fur Gesundheitswissenschaften = Journal of public health · 2023Review
Corrections and comments
- Update of
Authors and funding
10 authors.
Skylar W MarvelBioinformatics Research Center, Department of Biological Sciences, North Carolina State University (NCSU), Raleigh, North Carolina, USA.
John S HouseBiostatistics and Computational Biology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina, USA.
Matthew WheelerBiostatistics and Computational Biology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina, USA.
Kuncheng SongBioinformatics Research Center, Department of Biological Sciences, North Carolina State University (NCSU), Raleigh, North Carolina, USA.
Yi-Hui ZhouBioinformatics Research Center, Department of Biological Sciences, North Carolina State University (NCSU), Raleigh, North Carolina, USA.
Fred A WrightBioinformatics Research Center, Department of Biological Sciences, North Carolina State University (NCSU), Raleigh, North Carolina, USA.
Weihsueh A ChiuVeterinary Integrative Biosciences, College of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA.
Ivan RusynVeterinary Integrative Biosciences, College of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA.
Alison Motsinger-ReifBiostatistics and Computational Biology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina, USA.
David M ReifBioinformatics Research Center, Department of Biological Sciences, North Carolina State University (NCSU), Raleigh, North Carolina, USA.
Funding
Single cell, multi-parametric high throughput platform to classify endocrine disruptor potential of mixturesP42ES027704 · NIEHS · TEXAS A&M UNIVERSITY · PI Thomas Joseph McDonald · 2017 to 2026
$21.2MTranslational Research Support CoreP30ES025128 · NIEHS · NORTH CAROLINA STATE UNIVERSITY RALEIGH · PI Andrew R. Binder · 2015 to 2026
$18.3MTexas A&M Center for Environmental Health Research (TiCER)P30ES029067 · NIEHS · TEXAS A&M UNIVERSITY · PI Weston W Porter · 2019 to 2026
$13.0MUncovering the Mechanisms of PFAS-induced ImmunotoxicityP42ES031009 · NIEHS · NORTH CAROLINA STATE UNIVERSITY RALEIGH · PI PLANCHART, ANTONIO J. · 2020 to 2024
$9.3MCOVID-19 Pandemic VulnerabilityZIAES103352 · NIEHS · NATIONAL INSTITUTE OF ENVIRONMENTAL HEALTH SCIENCES · PI MOTSINGER-REIF, ALISON · 2020 to 2023
$2.9MIntramural NIH HHS ZIA ES103352NIEHS NIH HHS P30 ES025128NIEHS NIH HHS P30 ES029067NIEHS NIH HHS P42 ES027704NIEHS NIH HHS P42 ES031009
Abstract
PubMed holds no abstract for this paper.
Indexed as
Data VisualizationMachine LearningModels, StatisticalCOVID-19Health Status IndicatorsHumansVulnerable Populations
Identifiers
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Textmetadata
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Registered trials
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.