Temporal Shifts in Climate-Influenza Dynamics: A Multi-Subtype Analysis in Southern China Spanning the COVID-19 Era.

Lirong Zhang, Jiajia Lin, Jiaxiong Zheng, Yixiao Niu, Fancun Meng, Suyang Liu, Qiaocheng Chang, Zicheng Cao

Abstract read

In one paragraph

Article in Transboundary and emerging diseases, 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.

Spatiotemporal instability of influenza seasonality during viral co-circulation.NPJ systems biology and applications · 2026
Article
Three-stage interpretability analysis of influenza virus and meteorological correlation in Jiuquan City, 2016-2025: SARIMAX + TreeSHAP.Frontiers in cellular and infection microbiology · 2026
Article
A study on the climate-driven spatiotemporal dynamics of influenza in Lanzhou spanning the COVID-19 era.Frontiers in cellular and infection microbiology · 2026
Article
Epidemiological characteristics of influenza A virus infection across age groups: a longitudinal analysis based on gender and clinical diagnosis.Journal of translational medicine · 2025
Article

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

8 authors.

Lirong ZhangSchool of Public Health, Shantou University, Shantou 515041, China.ORCID https://orcid.org/0009-0007-7277-5226

Jiajia LinSchool of Public Health, Shantou University, Shantou 515041, China.ORCID https://orcid.org/0009-0009-9951-9593

Jiaxiong ZhengSchool of Public Health, Shantou University, Shantou 515041, China.ORCID https://orcid.org/0009-0007-3109-1098

Yixiao NiuSchool of Public Health, Shantou University, Shantou 515041, China.

Fancun MengSchool of Public Health, Shantou University, Shantou 515041, China.

Suyang LiuSchool of Public Health, Shantou University, Shantou 515041, China.ORCID https://orcid.org/0000-0002-8584-3335

Qiaocheng ChangSchool of Public Health, Shantou University, Shantou 515041, China.

Zicheng CaoSchool of Public Health, Shantou University, Shantou 515041, China.ORCID https://orcid.org/0000-0001-6215-6850

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ClimateCOVID-19Influenza, HumanAir PollutionChinaHumansInfluenza A Virus, H1N1 SubtypeInfluenza A Virus, H3N2 SubtypeInfluenza B virusPandemicsSARS-CoV-2Seasonsclimate-influenza interactionsCOVID-19 pandemicSouthern Chinatemporal dynamics

Identifiers

PMID40832123

DOI10.1155/tbed/5581162

PMCPMC12360877

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.