Evidence map›Paper›PMID 41345173›Full record

ArticleScientific reports2025

Spatial and environmental drivers of Varroa destructor detection in New South Wales, Australia.

Philip P Mshelbwala, Shannon Mulholland, Tiffany Doyle, Chris Anderson, Shane Hetherington

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. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Philip P MshelbwalaDepartment of Primary Industries and Regional Development, Orange, NSW, Australia. philip.mshelbwala@dpird.nsw.gov.au.
Shannon MulhollandDepartment of Primary Industries and Regional Development, Orange, NSW, Australia.
Tiffany DoyleDepartment of Primary Industries and Regional Development, Orange, NSW, Australia.
Chris AndersonDepartment of Primary Industries and Regional Development, Orange, NSW, Australia.
Shane HetheringtonDepartment of Primary Industries and Regional Development, Orange, NSW, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Varroa destructor is a major global threat to apiculture. Its recent detection in New South Wales (NSW), Australia, triggered an eradicative response followed by a transition to ongoing management. To identify factors influencing the probability of Varroa presence across apiaries in NSW, we developed a Bayesian hierarchical logistic regression model, incorporating surveillance data alongside climatic and environmental covariates. Our analysis revealed that detection probability was higher in the eradication emergency zone compared to the general emergency zone and more likely during the summer than winter. Maximum summer temperature was positively associated with Varroa presence, while minimum winter humidity was negatively associated with Varroa presence. Surveillance methods also influenced detection probabilities, with sticky traps showing higher probabilities than sugar shake methods. Public reports were associated with higher detection probabilities compared to inspections by authorised officers. The probability of detection was lower in areas with registered beekeepers within a 50-km radius compared to areas without registered beekeepers. We observed residual spatial cluster in Varroa distribution across the Sydney Basin and extending into the Central Tablelands, suggesting the influence of unmeasured risk factors. These findings highlight the need for targeted surveillance during high-risk seasons and in identified hotspot regions, supported by the wider use of sensitive detection methods and stronger community engagement, to improve early detection and sustainable management of Varroa in Australia.

Indexed as

VarroidaeAnimalsBayes TheoremBeesClimateEnvironmentNew South WalesSeasonsApicultureBee healthBiosecurity threatHoney bee pestVarroa destructor

Identifiers

PMID41345173
PMCPMC12738786

What Socratic holds

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LicenceCC BY
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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 Socratic graph.