Ma Yunqing, Hung Peiyin, Shen Xiaotong, Li Zhenlong, Tucker Curisa, Zhang Jiajia
Arnold School of Public Health, University of South Carolina, 915 Greene Street, Columbia, SC, 29208, USA.
School of Statistics, University of Minnesota, Twin Cities, USA.
J Racial Ethn Health Disparities. 2025 Apr 8. doi: 10.1007/s40615-025-02416-7.
Despite efforts to reduce health disparities, Black Americans still face higher mortality rates than Whites. Racism has been recognized as a significant social determinant of health. Using social media data, human-being qualitative coding, and AI, we created a county-level racial discrimination index, exploring its association with years of potential life lost (YPLL) rates.
Through human-AI collaborative approaches using X/Twitter data, we calculated yearly county-level racial discrimination index (RDI)-number of racial discrimination posts per 100,000 in-county non-duplicated posts and examined the relationship between RDI terciles and YPLL per 100,000 non-Hispanic Black individuals. Annual data for the covariates were derived from 2018-2022 County Health Rankings and American Community Surveys across all South Carolina (SC) counties.
RDI increased from 2018 (mean [SD], 1.443 [1.991]) to 2022 (3.439 [5.761]). Adjusting for county sociodemographic factors and historical trends, RDI was associated with the YPLL rate (marginal effects, highest vs. lowest tercile, 421.3; 95% confidence interval, 134.7-709.8; p = 0.006).
Digital racial discrimination was highly associated with Black YPLL rates, confirming the importance of racial discrimination in health disparity, especially premature deaths. Addressing explicit and implicit racism in highly affected counties is crucial for reducing persistent health inequities and promoting equity in communities.
尽管人们努力减少健康差距,但美国黑人的死亡率仍高于白人。种族主义已被公认为健康的一个重要社会决定因素。我们利用社交媒体数据、人工定性编码和人工智能,创建了一个县级种族歧视指数,探讨其与潜在寿命损失年数(YPLL)率之间的关联。
通过使用X/推特数据的人机协作方法,我们计算了县级年度种族歧视指数(RDI)——每10万条县级非重复推文中的种族歧视推文数量,并研究了RDI三分位数与每10万非西班牙裔黑人的YPLL之间的关系。协变量的年度数据来自2018 - 2022年南卡罗来纳州(SC)所有县的县健康排名和美国社区调查。
RDI从2018年(均值[标准差],1.443[1.991])增至2022年(3.439[5.761])。在对县社会人口因素和历史趋势进行调整后,RDI与YPLL率相关(边际效应,最高三分位数与最低三分位数相比,421.3;95%置信区间,134.7 - 709.8;p = 0.006)。
数字种族歧视与黑人的YPLL率高度相关,证实了种族歧视在健康差距尤其是过早死亡方面的重要性。解决受影响严重县的显性和隐性种族主义对于减少持续存在的健康不平等和促进社区公平至关重要。