Leveraging GIS and spatial analysis for informed decision-making in COVID-19 pandemic.

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

16 citing papers in PubMed, 2 syntheses or guidelines pooled it.

1. Spatio-Temporal COVID-19 Modeling: A Global Systematic Review of Data Integration, Equity, and Lessons for Pandemic Preparedness.International journal of environmental research and public health · 2026
   Pooled it
2. Applications of GIS and geospatial analyses in COVID-19 research: A systematic review.F1000Research · 2020
   Pooled it
3. SARS-CoV-2 Infection and the Risk of New Chronic Conditions: Insights from a Longitudinal Population-Based Study.International journal of environmental research and public health · 2025
   Article
4. Spatiotemporal hierarchical Bayesian analysis to identify factors associated with COVID-19 in suburban areas in Colombia.Heliyon · 2024
   Article
5. Spatiotemporal modeling of COVID-19 spread: unveiling socioeconomic disparities and patterns, across social classes in the urban population of Kermanshah, Iran.Frontiers in public health · 2024
   Article
6. The Role of Functional Urban Areas in the Spread of COVID-19 Omicron (Northern Spain).Journal of urban health : bulletin of the New York Academy of Medicine · 2023
   Article
7. Spatial, spatio-temporal, and origin-destination flow analyses of patients with severe acute respiratory syndrome hospitalized for COVID-19 in Southeastern Brazil, 2020-2021.Revista do Instituto de Medicina Tropical de Sao Paulo · 2023
   Article
8. Lower COVID-19 Incidence in Low-Continentality West-Coast Areas of Europe.GeoHealth · 2022
   Article
9. Regression Analysis for COVID-19 Infections and Deaths Based on Food Access and Health Issues.Healthcare (Basel, Switzerland) · 2022
   Article
10. Global research on syndemics: a meta-knowledge analysis (2001-2020).F1000Research · 2022
    Article
11. Seroprevalence of Anti-SARS-CoV-2 Antibodies among Municipal Staff in the Municipality of Prishtina.International journal of environmental research and public health · 2021
    Article
12. A scenario-based approach for urban water management in the context of the COVID-19 pandemic and a case study for the Tabriz metropolitan area, Iran.The Science of the total environment · 2021
    Article
13. Public Health Students Can Use Geographic Information Systems to Make a Positive Impact on Communities.Commonhealth (Philadelphia, Pa.) · 2021
    Article
14. Understanding the nexus between public risk perception of COVID-19 and evacuation behavior during cyclone Amphan in Bangladesh.Heliyon · 2021
    Article
15. Prevalence of anxiety and depression in South Asia during COVID-19: A systematic review and meta-analysis.Heliyon · 2021
    Review
16. Psychosocial Challenges in Palliative Care: Bridging the Gaps Using Digital Health.Indian journal of palliative care
    Article

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

Authors and funding

2 authors.

Funding

No grant is acknowledged in the PubMed record.

Abstract

PubMed holds no abstract for this paper.

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