Evidence mapPaperPMID 42071935Full record

ArticleAnimals : an open access journal from MDPI2026

Climate Change Reshapes Thermal Suitability for Dairy Cattle in Jiangsu Province (1961-2020).

Guangyi Yang, Fei Liu, Guangqin Zhu, Qiong Liu, Chao Wang, Dong Li, Zhongrui Guo, Hongmei Zhao

Abstract read
In one paragraph

Article in Animals : an open access journal from MDPI, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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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

8 authors.

Guangyi YangSchool of Ecology and Environment, Xuzhou Vocational College of Bioengineering, Xuzhou 221006, China.ORCID 0009-0008-0288-6577
Fei LiuSchool of Ecology and Environment, Xuzhou Vocational College of Bioengineering, Xuzhou 221006, China.
Guangqin ZhuSchool of Ecology and Environment, Xuzhou Vocational College of Bioengineering, Xuzhou 221006, China.
Qiong LiuSchool of Ecology and Environment, Xuzhou Vocational College of Bioengineering, Xuzhou 221006, China.
Chao WangSchool of Ecology and Environment, Xuzhou Vocational College of Bioengineering, Xuzhou 221006, China.
Dong LiSchool of Ecology and Environment, Xuzhou Vocational College of Bioengineering, Xuzhou 221006, China.
Zhongrui GuoSchool of Ecology and Environment, Xuzhou Vocational College of Bioengineering, Xuzhou 221006, China.
Hongmei ZhaoNortheast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China.ORCID 0000-0001-6822-1174

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Understanding how climate change alters the thermal environment experienced by dairy cattle is critical for guiding adaptation in rapidly warming regions. Using meteorological data from 1961 to 2020, this study quantified long-term trends in temperature, precipitation, relative humidity, and wind speed across Jiangsu Province, China, and assessed their impacts on thermal stress using a temperature-humidity index (THI). The results reveal pronounced spatial heterogeneity in climatic change, with accelerated warming in southern and coastal prefectures, and continued winter cold stress in the northern plain. Over the past six decades, the annual number of heat-stress days (THI > 72) increased substantially and expanded northward, while cold-stress days (THI ≤ 38) declined but remained non-negligible in northern Jiangsu. Although the total number of thermally comfortable days changed little at the provincial scale, their seasonal distribution became increasingly compressed between longer summer heat-stress periods and shorter winter cold-stress windows, indicating a narrowing of the effective comfort range for dairy cattle. To link historical analysis with operational applications, a forecasting platform was developed to generate short-term predictions of THI and associated meteorological conditions, enabling spatially explicit visualization and early identification of periods with elevated thermal risk. Overall, these findings demonstrate an intensification and redistribution of thermal stress in Jiangsu, while also illustrating a transferable climate-risk mechanism relevant to other warming, humid dairy regions worldwide.

Indexed as

dairy cattleforecasting platformspatiotemporal analysistemperature–humidity indexthermal stress

Identifiers

PMID42071935
PMCPMC13113301

What Socratic 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 Socratic graph.