Evidence map›Paper›PMID 37760346›Full record

ArticleAnimals : an open access journal from MDPI2023

Impact of Climate Change and Heat Stress on Milk Production in Korean Holstein Cows: A Large-Scale Data Analysis.

Eunjeong Jeon, Seungho Jang, Joon-Mo Yeo, Dong-Wook Kim, Kwanghyun Cho

Open access · goldAbstract read
In one paragraph

Article in Animals : an open access journal from MDPI, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
3.2field-weighted citation impact, top 9% 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

7 citing papers in PubMed, 17 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Modelling heat stress effects on milk production traits in Tunisian Holsteins using a random regression approach.Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie · 2025
    Article
  5. Review
  6. Review
  7. 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

5 authors at 2 institutions in 1 country.

Eunjeong JeonDairy Science Division, National Institute of Animal Science, Rural Development Administration, Cheonan 31000, Republic of Korea.ORCID 0000-0002-2225-2941
Seungho JangDepartment of Animal Science, Jeonbuk National University, Jeonju 54896, Republic of Korea.ORCID 0000-0002-5978-081X
Joon-Mo YeoDepartment of Dairy Science, Korea National University of Agriculture and Fisheries, Jeonju 54874, Republic of Korea.ORCID 0000-0002-1617-2195
Dong-Wook KimDepartment of Poultry Science, Korea National University of Agriculture and Fisheries, Jeonju 54874, Republic of Korea.ORCID 0000-0003-2647-2690
Kwanghyun ChoDepartment of Dairy Science, Korea National University of Agriculture and Fisheries, Jeonju 54874, Republic of Korea.ORCID 0000-0003-1564-5656
Jeonbuk National University · KRRural Development Administration · KR

Funding

Rural Development Administration PJ01494504
6 · The paper itself

Abstract

This study investigated the effects of heat stress on milk production in Korean Holstein cows using large-scale data. Heat stress was assessed using the temperature-humidity index (THI). Weather records (2016 to 2020) were collected from 70 regional weather stations using an installed automated surface observing system (ASOS). A dataset of 2,094,436 milk production records from 215,276 Holstein cows obtained from the Dairy Cattle Genetic Improvement Center was analyzed. Stepwise selection was used to select the input variables, including the daily maximum THI (THI_max). Least-squares means were calculated for milk yield, fat and protein corrected milk (FPCM), fat and protein yield, fat-to-protein ratio, solids not fat, and lactation persistency. Segmented linear regression analysis determined the break points (BPs) of the THI_max. Over the five years, heat stress exposure increased, particularly from May to September. This study identified BPs around THI_max of 80-82 for milk yield and FPCM. Similar patterns for other milk traits were observed, which significantly decreased beyond their respective BPs. These findings indicate that THI variations adversely affect milk yield and composition in dairy cows, highlighting the importance of appropriate feeding management strategies to ensure the optimal productivity of Holstein cows under varying climatic conditions.

Indexed as

big dataclimate changeheat stressHolstein cowsmilk production

Identifiers

PMID37760346
PMCPMC10525807
OpenAlexW4386832496

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.