ArticleNature2021
Mobility network models of COVID-19 explain inequities and inform reopening.
Article in Nature, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 631 papers, 1 of them a synthesis that pooled it.
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
631 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Incorporating Social Determinants of Health in Infectious Disease Models: A Systematic Review of Guidelines.Medical decision making : an international journal of the Society for Medical Decision Making · 2024Pooled it
- Intensified screening for SARS-CoV-2 in 18 emergency departments in the Paris metropolitan area, France (DEPIST-COVID): A cluster-randomized, two-period, crossover trial.PLoS medicine · 2023Trial
- Census Block Group Demographics, Mobility Patterns, and Pharmacy Visits.JAMA network open · 2026Article
- Leveraging AI for infectious disease modelling and public health decision making.BMC proceedings · 2026Article
- Mapping spatial colleague connectivity patterns from individual-level registry data to inform regional pandemic interventions.PLoS computational biology · 2026Article
- Structural inequality shapes the daily rhythm of stationarity and mobility.Nature communications · 2026Article
- Optimizing vaccine site locations while considering travel inconvenience and public health outcomes.Health care management science · 2026Article
- Review
- Mobility data resolution needed to inform predictive models of spatial epidemic spread from mobile phone data.PLoS computational biology · 2026Article
- In silico models in oncology, neurology, and epidemiology: systems-level and multiscale perspectives.NPJ systems biology and applications · 2026Review
- Measuring human capital with social media data and machine learning.Scientific reports · 2026Article
- Uncovering latent urban mobility patterns via smart-card and survey data fusion.Nature communications · 2026Article
- Mitigating indoor risk of airborne infections using COJournal of environmental health science & engineering · 2026Article
- Integrating viral kinetics and population spread in a one health framework to explain variant-specific epidemic dynamics.One health (Amsterdam, Netherlands) · 2026Article
- Spatio-temporal epidemic forecasting with graph-based transformer.International journal of health geographics · 2026Article
- Simulating population compliance with pandemic interventions using large language models.medRxiv : the preprint server for health sciences · 2026Article
- Geometric deep learning enables high-fidelity network imputation for HIV transmission modeling.Communications medicine · 2026Article
- Whispers of Pathogens; Social Contagion in Infectious Disease Dynamics: A Review.Health science reports · 2026Article
- Global approaches to infectious disease surveillance and modeling.Nature medicine · 2026Review
- Start from the end: Policy exploration to inform effective and consistent interventions applied to COVID-19 in St. Louis.PNAS nexus · 2026Article
571 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The coronavirus disease 2019 (COVID-19) pandemic markedly changed human mobility patterns, necessitating epidemiological models that can capture the effects of these changes in mobility on the spread of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)
Indexed as
Identifiers
33171481What OpenQuestion holds
Registered trials
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.