Evidence map›Paper›PMID 39966613›Full record

ArticleScientific reports2025

Transmission dynamics of highly pathogenic avian influenza among multiple waterfowl species and backyard poultry: the impact of the stopover period.

Sebastián G Llanos-Soto, Dylan Yaffy, Marina Pavlak, Renata Ivanek

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
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

4 citing papers in PubMed.

  1. Genomic detection of highly pathogenic avian influenza H5N1 in Antarctic seabirds reveals connectivity with South American viral lineages.Brazilian journal of microbiology : [publication of the Brazilian Society for Microbiology] · 2026
    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

4 authors.

Sebastián G Llanos-SotoDepartment of Population Medicine and Diagnostic Sciences, Cornell University, Ithaca, 14853, USA. sgl67@cornell.edu.
Dylan YaffyDepartment of Pathobiology and Population Sciences, Royal Veterinary College, 4 Royal College St, London, NW1 0TU, UK.
Marina PavlakDepartment of Veterinary Economics and Epidemiology, Faculty of Veterinary Medicine, University of Zagreb, Vjekoslava Heinzela 55, Zagreb, 10000, Croatia.
Renata IvanekDepartment of Population Medicine and Diagnostic Sciences, Cornell University, Ithaca, 14853, USA.

Funding

USDA National Institute of Food and Agriculture (NIFA) Agriculture and Food Research Initiative (AFRI) Competitive Grant no. 2020-68006-32875/project accession No. 1024254
6 · The paper itself

Abstract

Spillover of Highly Pathogenic Avian Influenza (HPAI) to backyard poultry via migratory birds threatens the poultry industry and public health. To improve the understanding of spillover events, we developed a stochastic compartmental mathematical model of HPAI transmission dynamics at the waterfowl-backyard poultry interface in a high-risk area for HPAI introduction into poultry. The model described the infection spread among resident and migratory waterfowl and backyard poultry farms and was validated with historical outbreak data in backyard poultry farms and swan mortalities. We used the model to assess the impact of the timing and duration of migratory birds' stopover period on the probability of HPAI infection in backyard poultry farms. Additionally, we predicted mortality in a sentinel bird species and assessed the impact of HPAI virulence and immunity in a resident reservoir species on the HPAI transmission dynamics. The stopover duration of the reservoir species predicts the HPAI infection probability in backyard poultry farms from waterfowl communities, but the stopover timing has no effect. HPAI virus virulence and immunity against the virus impact the transmission risk to backyard poultry. Understanding factors influencing reservoir species' migration stopover duration in a location will aid HPAI outbreak forecasting and control in backyard poultry farms.

Indexed as

Influenza A virusInfluenza in BirdsPoultryPoultry DiseasesAnimal MigrationAnimalsBirdsDisease OutbreaksDucksModels, TheoreticalEmerging diseaseMathematical modelingMonte CarloOutbreak predictionZoonosis

Identifiers

PMID39966613
PMCPMC11836067

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.