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Primary care research on hypertension: A bibliometric analysis using machine-learning
Gökben Yasli1, Muhammet Damar2,3, Şeyda Özbiçakci4
1Department of Public Health, İzmir Health Directorate, İzmir, Turkey.
Insights
This study analyzes global hypertension research in Primary Health Care (PHC). Findings show a steady increase in publications, with 8 key research clusters and emerging interest in COVID-19 and telemedicine.
Area of Science:
- Bibliometrics and Machine Learning in Health Sciences
- Public Health and Primary Health Care Research
- Chronic Disease Management and Epidemiology
Background:
- Hypertension is a critical global chronic disease and a common focus in Primary Health Care (PHC).
- Unmanaged hypertension is a precursor to severe illnesses and fatalities.
- Effective management within PHC is crucial for public health outcomes.
Purpose of the Study:
- To conduct a comprehensive bibliometric analysis of hypertension research within the PHC domain.
- To identify key research clusters, trends, and emerging topics using bibliometric and machine learning methods.
- To map the landscape of hypertension research in PHC to inform future studies and clinical practice.
Main Methods:
- Bibliometric analysis of articles from the Web of Science Core Collection.
- Topic modeling using Latent Dirichlet Allocation (LDA) via Python libraries (Scikit-learn, Gensim, Wordcloud).
- Data visualization using VosViewer and Bibliometrix R Biblioshiny.
Main Results:
- A consistent rise in publication output concerning hypertension in PHC research.
- Identification of 8 distinct research clusters: management, psychiatric links, pediatric/pregnancy, environmental factors, demographics, COVID-19, lifestyle/awareness, and treatment guidelines.
- Intensive focus on risk factors (obesity, hyperlipidemia), complications (kidney disease, heart disease), and specific treatments (calcium channel blockers, amlodipine).
Conclusions:
- The study provides the first comprehensive bibliometric overview of hypertension research in PHC.
- Emerging research interests include social determinants, COVID-19, telemedicine, and diabetes mellitus.
- Continued growth in publications highlights the sustained importance of hypertension research in PHC settings.
Abstract:
Hypertension is one of the most important chronic diseases worldwide. Hypertension is a critical condition encountered frequently in daily life, forming a significant area of service in Primary Health Care (PHC), which healthcare professionals often confront. It serves as a precursor to many critical illnesses and can lead to fatalities if not addressed promptly. Our study underscores the importance of this critical issue by analyzing articles related to hypertension in the PHC research area from the Web of Science Core Collection using bibliometric methods and machine learning techniques, specifically topic analyses using the latent Dirichlet allocation method. The analysis was conducted using Python Scikit-learn, Gensim, and Wordcloud Libraries, the VosViewer program, and the Bibliometrix R Biblioshiny library. Our findings revealed a steady increase in publication output in hypertension-related research. Analysis shows that hypertension-related research in the PHC research area is clustered into 8 groups: (1) management of hypertension in PHC, risk factors, and complications; (2) psychiatric disorders and hypertension; (3) pediatric and pregnancy hypertension; (4) environmental factors and living conditions; (5) sex and age effects on hypertension; (6) COVID-19 and hypertension; (7) behavioral risk factors, quality of life, and awareness; and (8) current treatment methods and guidelines. Research on hypertension has focused intensively on kidney disease, obesity, pregnancy, cardiovascular risk, heart disease, calcium channel blockers, body mass index, amlodipine, mortality, risk factors, hyperlipidemia, depression, and resistant hypertension. This study represents the first and comprehensive bibliometric analysis of hypertension in the PHC research area. Annual publication volumes have steadily increased over the years. In recent years, topics such as social determinants, patient attendance, self-management, diabetes mellitus, COVID-19, telemedicine, type 2 diabetes, and noncommunicable diseases have garnered significant interest in the field of PHC services.
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