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Climate Change and Non-Communicable Diseases: A Bibliometric, Content, and Topic Modeling Analysis

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  • Irem Dilaver

    (Department of Public Health Services, Trabzon Provincial Health Directorate, Trabzon 61040, Türkiye)

  • Serdar Karakullukcu

    (Department of Public Health, Faculty of Medicine, Karadeniz Technical University, Trabzon 61080, Türkiye)

  • Fatih Gurcan

    (Department of Management Information Systems, Faculty of Economics and Administrative Sciences, Karadeniz Technical University, Trabzon 61080, Türkiye)

  • Murat Topbas

    (Department of Public Health, Faculty of Medicine, Karadeniz Technical University, Trabzon 61080, Türkiye)

  • Omer Faruk Ursavas

    (Department of Computer Sciences, Faculty of Science, Karadeniz Technical University, Trabzon 61080, Türkiye)

  • Nazim Ercument Beyhun

    (Department of Public Health, Faculty of Medicine, Karadeniz Technical University, Trabzon 61080, Türkiye)

Abstract

This study examines research on the impact of climate change (CC) on non-communicable diseases (NCDs) using bibliometric analysis, topic modeling, and content analysis. Articles published in the Web of Science database between 2000 and 2024 were analyzed. VOSviewer and Biblioshiny were used for bibliometric analysis and Python for topic modeling. In addition, the 50 most cited articles were content analyzed. The results show that there has been an increasing number of publications over time and that the research originates predominantly from high/very high Human Development Index (HDI) countries, especially China and the United States, rather than from low HDI countries. These countries also have strong international cooperation networks. Topic modeling shows that high/very high HDI countries work on a balanced range of topics, while low HDI countries focus primarily on environmental impacts. Thematic analysis shows that research topics are evolving, diversifying, and deepening. As a result, the literature on CC-NCDs is expanding and deepening, thus providing evidence-based information for global public health interventions. However, in countries with low HDI and the most vulnerability to the impacts of climate change, the volume of publications, thematic diversity, and international cooperation are significantly low. Unfortunately, from a public health policy perspective, global climate change is far from being a problem that any country can solve alone. Global cooperation is, therefore, essential.

Suggested Citation

  • Irem Dilaver & Serdar Karakullukcu & Fatih Gurcan & Murat Topbas & Omer Faruk Ursavas & Nazim Ercument Beyhun, 2025. "Climate Change and Non-Communicable Diseases: A Bibliometric, Content, and Topic Modeling Analysis," Sustainability, MDPI, vol. 17(6), pages 1-34, March.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:6:p:2394-:d:1608435
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    References listed on IDEAS

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    1. Raminta Pranckutė, 2021. "Web of Science (WoS) and Scopus: The Titans of Bibliographic Information in Today’s Academic World," Publications, MDPI, vol. 9(1), pages 1-59, March.
    2. Mohammed Al-Bouwarthan & Margaret M. Quinn & David Kriebel & David H. Wegman, 2020. "Risk of Kidney Injury among Construction Workers Exposed to Heat Stress: A Longitudinal Study from Saudi Arabia," IJERPH, MDPI, vol. 17(11), pages 1-16, May.
    3. Walter Leal Filho & Linda Ternova & Sanika Arun Parasnis & Marina Kovaleva & Gustavo J. Nagy, 2022. "Climate Change and Zoonoses: A Review of Concepts, Definitions, and Bibliometrics," IJERPH, MDPI, vol. 19(2), pages 1-20, January.
    4. Peter Berry & Paddy M. Enright & Joy Shumake-Guillemot & Elena Villalobos Prats & Diarmid Campbell-Lendrum, 2018. "Assessing Health Vulnerabilities and Adaptation to Climate Change: A Review of International Progress," IJERPH, MDPI, vol. 15(12), pages 1-25, November.
    5. Ayoub Al-Jawaldeh & Maya Nabhani & Mandy Taktouk & Lara Nasreddine, 2022. "Climate Change and Nutrition: Implications for the Eastern Mediterranean Region," IJERPH, MDPI, vol. 19(24), pages 1-27, December.
    6. Verma, Pramit & Kumari, Tanu & Raghubanshi, Akhilesh Singh, 2021. "Energy emissions, consumption and impact of urban households: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 147(C).
    7. Ernesto R. Gantman, 2012. "Economic, linguistic, and political factors in the scientific productivity of countries," Scientometrics, Springer;Akadémiai Kiadó, vol. 93(3), pages 967-985, December.
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