Text mining analysis to understand the impact of online news on public health response: case of syphilis epidemic in Brazil

• Автори: Rafael Pinto (Автор), Juciano Lacerda (Автор), Lyrene Silva (Автор), Ana Claudia Araújo (Автор), Raphael Fontes (Автор), Thaisa Santos Lima (Автор), Angélica E. Miranda (Автор), Lucía Sanjuán (Автор), Hugo Gonçalo Oliveira (Автор), Rifat Atun (Автор), Ricardo Valentim (Автор)
• Формат: Книга
• Опубліковано: Frontiers Media S.A., 2023-11-01T00:00:00Z.
• Предмети: article
• Онлайн доступ: Connect to this object online.
• Notes: 2296-2565; 10.3389/fpubh.2023.1248121
• Keywords: communication; mass media; data mining; text extraction; public health; notifiable disease; Public aspects of medicine; RA1-1270
• Source: Frontiers in Public Health, Vol 11 (2023)

BackgroundTo effectively combat the rising incidence of syphilis, the Brazilian Ministry of Health (MoH) created a National Rapid Response to Syphilis with actions aimed at bolstering epidemiological surveillance of acquired, congenital syphilis, and syphilis during pregnancy complemented with communication activities to raise population awareness and to increase uptake of testing that targeted mass media outlets from November 2018 to March 2019 throughout Brazil, and mainly areas with high rates of syphilis. This study analyzes the volume and quality of online news content on syphilis in Brazil between 2015 and 2019 and examines its effect on testing.MethodsThe collection and processing of online news were automated by means of a proprietary digital health ecosystem established for the study. We applied text data mining techniques to online news to extract patterns from categories of text. The presence and combination of such categories in collected texts determined the quality of news that were analyzed to classify them as high-, medium-and low-quality news. We examined the correlation between the quality of news and the volume of syphilis testing using Spearman's Rank Correlation Coefficient.Results1,049 web pages were collected using a Google Search API, of which 630 were categorized as earned media. We observed a steady increase in the number of news on syphilis in 2015 (n = 18), 2016 (n = 26), and 2017 (n = 42), with a substantial rise in the number of news in 2018 (n = 107) and 2019 (n = 437), although the relative proportion of high-quality news remained consistently high (77.6 and 70.5% respectively) and in line with similar years. We found a correlation between news quality and syphilis testing performed in primary health care with an increase of 82.32, 78.13, and 73.20%, respectively, in the three types of treponemal tests used to confirm an infection.ConclusionEffective communication strategies that lead to dissemination of high quality of information are important to increase uptake of public health policy actions.