Evidence map›Paper›PMID 35414056›Full record

ArticleNature communications2022

Using high-resolution contact networks to evaluate SARS-CoV-2 transmission and control in large-scale multi-day events.

Rachael Pung, Josh A Firth, Lewis G Spurgin, Singapore CruiseSafe working group, CMMID COVID-19 working group, Vernon J Lee, Adam J Kucharski

Open access · goldAbstract read
In one paragraph

Article in Nature communications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
3.1field-weighted citation impact, top 8% of its field
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

12 citing papers in PubMed, 26 citations in OpenAlex.

  1. Article
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  5. Distribution of centrality measures on undirected random networks via the cavity method.Proceedings of the National Academy of Sciences of the United States of America · 2024
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  11. Epidemic dynamics in census-calibrated modular contact network.Network modeling and analysis in health informatics and bioinformatics · 2023
    Article
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4 · The record

Corrections and comments

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

5 · Who and what money

Authors and funding

7 authors at 6 institutions in 2 countries.

Rachael PungMinistry of Health, Singapore, Singapore. rachael.pung@lshtm.ac.uk.ORCID 0000-0002-1188-8231
Josh A FirthDepartment of Zoology, University of Oxford, Oxford, UK.ORCID 0000-0001-7183-4115
Lewis G SpurginSchool of Biological Sciences, University of East Anglia, Norwich, UK.ORCID 0000-0002-0874-9281
Singapore CruiseSafe working group
CMMID COVID-19 working group
Vernon J LeeMinistry of Health, Singapore, Singapore.
Adam J KucharskiCentre for the Mathematical Modelling of infectious Diseases, London School of Hygiene and Tropical Medicine, London, UK.
London School of Hygiene & Tropical Medicine · GBMinistry of Health · SGDefence Science and Technology Agency · SGNational University of Singapore · SGUniversity of East Anglia · GBUniversity of Oxford · GB

Funding

Biotechnology and Biological Sciences Research Council BB/S009752/1Wellcome Trust 206250/Z/17/ZWellcome Trust 208812/Z/17/Z
6 · The paper itself

Abstract

The emergence of highly transmissible SARS-CoV-2 variants has created a need to reassess the risk posed by increasing social contacts as countries resume pre-pandemic activities, particularly in the context of resuming large-scale events over multiple days. To examine how social contacts formed in different activity settings influences interventions required to control Delta variant outbreaks, we collected high-resolution data on contacts among passengers and crew on cruise ships and combined the data with network transmission models. We found passengers had a median of 20 (IQR 10-36) unique close contacts per day, and over 60% of their contact episodes were made in dining or sports areas where mask wearing is typically limited. In simulated outbreaks, we found that vaccination coverage and rapid antigen tests had a larger effect than mask mandates alone, indicating the importance of combined interventions against Delta to reduce event risk in the vaccine era.

Indexed as

COVID-19SARS-CoV-2Disease OutbreaksHumansShips

Identifiers

PMID35414056
PMCPMC9005731
OpenAlexW4225410778

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.