Muhammet Damar , Thiago Gomes da Trindade , Andrew D. Pinto
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Pinto","doi":"10.1016/j.aprim.2025.103224","DOIUrl":null,"url":null,"abstract":"<div><h3>Objectives</h3><div>To analyze the scientific production of primary care research in Latin American and Caribbean (LAC) countries from 1980 to 2024 and to provide recommendations for improvement.</div></div><div><h3>Design</h3><div>Observational, machine learning-based bibliometric study.</div></div><div><h3>Data sources</h3><div>Review and research articles indexed in the Web of Science database.</div></div><div><h3>Selection of studies</h3><div>Bibliometric analysis was performed on data from 33 LAC countries, retrieved from the Web of Science as of April 15, 2024.</div></div><div><h3>Data extraction</h3><div>For each record, data on the journal, year of publication, article title, abstract, keywords, authors, affiliations, countries, cited sources, cited first authors, and references were extracted for bibliometric and text mining analyses. We used a form of machine learning, Latent Dirichlet Allocation topic modeling, to identify the key topics of research.</div></div><div><h3>Results</h3><div>LAC countries contributed only 0.83% of the global literature on primary health care, with just 0.98% of this output comprising research and review articles. The majority of research originated from Brazil, Mexico, Colombia, and Chile, while many LAC countries produced little to no output. LAC countries frequently collaborated with the United States, Spain, Canada, and England. Research topics in the region predominantly focused on cancer, obesity, COVID-19, nutritional disorders, and food safety within the primary health care field.</div></div><div><h3>Conclusions</h3><div>The findings highlight significant potential for growth in primary health care research in LAC countries. Strengthening individual and collective strategies to build research capacity and fostering collaborations with global academic networks are recommended to enhance research output and impact.</div></div>","PeriodicalId":55435,"journal":{"name":"Atencion Primaria","volume":"57 9","pages":"Article 103224"},"PeriodicalIF":1.8000,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Scientific production in primary health care in Latin American and Caribbean Countries (1980–2024): A web of science perspective\",\"authors\":\"Muhammet Damar , Thiago Gomes da Trindade , Andrew D. 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We used a form of machine learning, Latent Dirichlet Allocation topic modeling, to identify the key topics of research.</div></div><div><h3>Results</h3><div>LAC countries contributed only 0.83% of the global literature on primary health care, with just 0.98% of this output comprising research and review articles. The majority of research originated from Brazil, Mexico, Colombia, and Chile, while many LAC countries produced little to no output. LAC countries frequently collaborated with the United States, Spain, Canada, and England. Research topics in the region predominantly focused on cancer, obesity, COVID-19, nutritional disorders, and food safety within the primary health care field.</div></div><div><h3>Conclusions</h3><div>The findings highlight significant potential for growth in primary health care research in LAC countries. 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引用次数: 0
摘要
目的分析1980 ~ 2024年拉丁美洲和加勒比(LAC)国家初级保健研究的科研成果,并提出改进建议。设计观察性的、基于机器学习的文献计量学研究。数据来源在Web of Science数据库中索引的综述和研究文章。研究选择文献计量分析对来自33个拉美国家的数据进行了文献计量分析,这些数据检索自Web of Science,截止2024年4月15日。数据提取:对于每条记录,提取有关期刊、出版年份、文章标题、摘要、关键词、作者、隶属机构、国家、引用来源、引用第一作者和参考文献的数据,用于文献计量学和文本挖掘分析。我们使用机器学习的一种形式,潜狄利克雷分配主题建模,来确定研究的关键主题。结果slac国家仅贡献了全球初级卫生保健文献的0.83%,其中研究和综述文章仅占0.98%。大多数研究来自巴西、墨西哥、哥伦比亚和智利,而许多拉丁美洲和加勒比地区国家几乎没有产出。拉丁美洲和加勒比地区国家经常与美国、西班牙、加拿大和英国合作。该地区的研究主题主要集中在初级卫生保健领域的癌症、肥胖、COVID-19、营养失调和食品安全。研究结果强调了拉丁美洲和加勒比地区国家初级卫生保健研究的巨大增长潜力。建议加强个人和集体战略以建立研究能力,并促进与全球学术网络的合作,以提高研究产出和影响。
Scientific production in primary health care in Latin American and Caribbean Countries (1980–2024): A web of science perspective
Objectives
To analyze the scientific production of primary care research in Latin American and Caribbean (LAC) countries from 1980 to 2024 and to provide recommendations for improvement.
Review and research articles indexed in the Web of Science database.
Selection of studies
Bibliometric analysis was performed on data from 33 LAC countries, retrieved from the Web of Science as of April 15, 2024.
Data extraction
For each record, data on the journal, year of publication, article title, abstract, keywords, authors, affiliations, countries, cited sources, cited first authors, and references were extracted for bibliometric and text mining analyses. We used a form of machine learning, Latent Dirichlet Allocation topic modeling, to identify the key topics of research.
Results
LAC countries contributed only 0.83% of the global literature on primary health care, with just 0.98% of this output comprising research and review articles. The majority of research originated from Brazil, Mexico, Colombia, and Chile, while many LAC countries produced little to no output. LAC countries frequently collaborated with the United States, Spain, Canada, and England. Research topics in the region predominantly focused on cancer, obesity, COVID-19, nutritional disorders, and food safety within the primary health care field.
Conclusions
The findings highlight significant potential for growth in primary health care research in LAC countries. Strengthening individual and collective strategies to build research capacity and fostering collaborations with global academic networks are recommended to enhance research output and impact.
期刊介绍:
Atención Primaria es una revista que publica trabajos de investigación relativos al ámbito de la atención primaria de salud. Desde el punto de vista conceptual, Atención Primaria asume el nuevo modelo de atención primaria de salud, orientado no sólo a la curación de la enfermedad, sino también a su prevención y a la promoción de la salud, tanto en el plano individual como en el de la familia y la comunidad. En estos nuevos aspectos que definen el modelo de atención primaria de salud es en los que se centran los trabajos de investigación que publica Atención Primaria, la primera revista de originales española creada para recoger y difundir la producción científica realizada desde los centros de atención primaria de salud sobre cuestiones como protocolización de la asistencia, programas de prevención, seguimiento y control de pacientes crónicos, organización y gestión de la asistencia primaria, entre otros.