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社交媒体平台上对少数族裔的情绪与心血管疾病结局的关系。

Twitter-Characterized Sentiment Towards Racial/Ethnic Minorities and Cardiovascular Disease (CVD) Outcomes.

机构信息

Department of Epidemiology and Biostatistics, University of Maryland School of Public Health, College Park, MD, 20742, USA.

Center for Substance Abuse Research, University of Maryland, College Park, MD, 20742, USA.

出版信息

J Racial Ethn Health Disparities. 2020 Oct;7(5):888-900. doi: 10.1007/s40615-020-00712-y. Epub 2020 Feb 4.

Abstract

Sentiments towards racial/ethnic minorities may impact cardiovascular disease (CVD) through direct and indirect pathways. In this study, we assessed the association between Twitter-derived sentiments towards racial/ethnic minorities at state-level and individual-level CVD-related outcomes from the 2017 Behavioral Risk Factor Surveillance System (BRFSS). Outcomes included hypertension, diabetes, obesity, stroke, myocardial infarction (MI), coronary heart disease (CHD), and any CVD from BRFSS 2017 (N = 433,434 to 433,680 across outcomes). A total of 30 million race-related tweets were collected using Twitter Streaming Application Programming Interface (API) from 2015 to 2018. Prevalence of negative and positive sentiment towards racial/ethnic minorities were constructed at the state level and merged with CVD outcomes. Poisson regression was used, and all the models adjusted for individual-level demographics as well as state-level demographics. Individuals living in states with the highest level of negative sentiment towards racial/ethnic minorities had 11% higher prevalence of hypertension (PR 1.11, 95% CI 1.08, 1.14), 15% higher prevalence of diabetes (PR 1.15, 95% CI 1.08, 1.22), 14% higher prevalence of obesity (PR 1.14, 95% CI 1.10, 1.18), 30% higher prevalence of stroke (PR 1.30, 95% CI 1.16, 1.46), 14% higher prevalence of MI (PR 1.14, 95% CI 1.03, 1.25), 9% higher prevalence of CHD (PR 1.09, 95% CI 1.00, 1.19), and 16% higher prevalence of any CVD outcomes (PR 1.16, 95% CI 1.09, 1.24). Conversely, Twitter-derived positive sentiment towards racial/ethnic minorities was associated with a lower prevalence of CVD outcomes. Programs and policies that promote racially inclusive environments may improve population health.

摘要

对少数族裔的态度可能会通过直接和间接途径影响心血管疾病 (CVD)。在这项研究中,我们评估了 2017 年行为风险因素监测系统 (BRFSS) 中州级和个人级 Twitter 衍生的对少数族裔态度与 CVD 相关结果之间的关联。结果包括高血压、糖尿病、肥胖、中风、心肌梗死 (MI)、冠心病 (CHD) 和 BRFSS 2017 年的任何 CVD(结果为 433434 到 433680)。使用 Twitter 流媒体应用程序编程接口 (API) 从 2015 年到 2018 年共收集了 3000 万条与种族有关的推文。在州一级构建了对少数族裔的消极和积极情绪的流行率,并将其与 CVD 结果合并。使用泊松回归,所有模型都调整了个人水平的人口统计数据和州水平的人口统计数据。生活在对少数族裔持最消极态度的州的个人,高血压的患病率高出 11%(PR 1.11,95%CI 1.08,1.14),糖尿病的患病率高出 15%(PR 1.15,95%CI 1.08,1.22),肥胖的患病率高出 14%(PR 1.14,95%CI 1.10,1.18),中风的患病率高出 30%(PR 1.30,95%CI 1.16,1.46),心肌梗死的患病率高出 14%(PR 1.14,95%CI 1.03,1.25),冠心病的患病率高出 9%(PR 1.09,95%CI 1.00,1.19),任何 CVD 结果的患病率高出 16%(PR 1.16,95%CI 1.09,1.24)。相反,Twitter 衍生的对少数族裔的积极态度与 CVD 结果的低患病率相关。促进种族包容环境的计划和政策可能会改善人口健康。

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