Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.
Am J Trop Med Hyg. 2012 Jan;86(1):39-45. doi: 10.4269/ajtmh.2012.11-0597.
During infectious disease outbreaks, data collected through health institutions and official reporting structures may not be available for weeks, hindering early epidemiologic assessment. By contrast, data from informal media are typically available in near real-time and could provide earlier estimates of epidemic dynamics. We assessed correlation of volume of cholera-related HealthMap news media reports, Twitter postings, and government cholera cases reported in the first 100 days of the 2010 Haitian cholera outbreak. Trends in volume of informal sources significantly correlated in time with official case data and was available up to 2 weeks earlier. Estimates of the reproductive number ranged from 1.54 to 6.89 (informal sources) and 1.27 to 3.72 (official sources) during the initial outbreak growth period, and 1.04 to 1.51 (informal) and 1.06 to 1.73 (official) when Hurricane Tomas afflicted Haiti. Informal data can be used complementarily with official data in an outbreak setting to get timely estimates of disease dynamics.
在传染病爆发期间,通过医疗机构和官方报告结构收集的数据可能需要数周时间才能获得,这阻碍了早期的流行病学评估。相比之下,来自非正式媒体的数据通常可以实时提供,并可以更早地估计疫情动态。我们评估了海地霍乱疫情爆发的头 100 天中,与霍乱相关的 HealthMap 新闻媒体报道、Twitter 帖子以及政府霍乱病例数量之间的相关性。在时间上,非正式来源的数量趋势与官方病例数据显著相关,并且可以提前 2 周获得。在初始爆发增长期间,估计的繁殖数在 1.54 到 6.89(非正式来源)和 1.27 到 3.72(官方来源)之间,而当飓风托马斯袭击海地时,在 1.04 到 1.51(非正式)和 1.06 到 1.73(官方)之间。在疫情爆发期间,非正式数据可以与官方数据互补使用,以获得疾病动态的及时估计。