von Bubnoff Fabian, Werner Johannes, Hebach Nils R, Chopra Deepti A, Schubert Marc Cicero
Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany.
Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.
Psychooncology. 2025 Jun;34(6):e70180. doi: 10.1002/pon.70180.
Medical mistrust is a barrier to optimal cancer care. Analyzing social media posts where patients voice mistrust provides an opportunity to understand its variations and derive potential ways to address medical mistrust.
To (1) identify the frequency of mistrust expression in cancer-related Reddit posts, (2) characterize mistrusted entities and reasons for mistrust, and (3) identify emotional tone associated with mistrust.
101,963 posts from 10 entity-specific cancer communities on the social media platform Reddit made before September 30, 2024, were analyzed using a Large Language Model (LLM, "gpt-4o-mini") in this cross-sectional study. Performance of the LLM was compared to human raters. Categories for mistrusted entities and reasons for mistrust were developed inductively by human evaluators. Subsequently, posts were assigned to these different categories by the LLM.
Of n = 101,963 posts analyzed, 19,159 posts (18.8%) were categorized as expressing mistrust, predominantly directed at healthcare professionals (n = 14,221, 74.2%). Most common reasons for mistrust were "disregard for patient concerns" (n = 8176, 42.7%), "perceived incompetence of medical management" (n = 4871, 25.4%), and problems in "communication" (n = 4060, 21.2%). Mistrust posts commonly contained "worried" (n = 5933, 31.0%), "concerned" (n = 3623, 18.9%) and "frustrated" (n = 3046, 15.9%) tones.
Expression of medical mistrust is prevalent in social media and is predominantly directed at healthcare professionals. Mistrust is frequently associated with dismissal of patients' symptoms or concerns, a perceived lack of thoroughness in clinical management and communication difficulties, suggesting these as key actionable areas to address medical mistrust in clinical practice.
医疗不信任是优化癌症护理的障碍。分析患者表达不信任的社交媒体帖子,为了解其差异以及找到解决医疗不信任的潜在方法提供了契机。
(1)确定与癌症相关的Reddit帖子中不信任表达的频率,(2)描述被不信任的实体以及不信任的原因,(3)确定与不信任相关的情感基调。
在这项横断面研究中,使用大语言模型(LLM,“gpt-4o-mini”)分析了社交媒体平台Reddit上10个特定实体癌症社区在2024年9月30日之前发布的101,963条帖子。将LLM的表现与人工评分者进行了比较。人工评估者归纳得出了被不信任实体的类别和不信任的原因。随后,LLM将帖子分配到这些不同类别中。
在分析的n = 101,963条帖子中,19,159条帖子(18.8%)被归类为表达不信任,主要针对医疗保健专业人员(n = 14,221,74.2%)。最常见的不信任原因是“无视患者担忧”(n = 8176,42.7%)、“认为医疗管理能力不足”(n = 4871,25.4%)以及“沟通”问题(n = 4060,21.2%)。不信任帖子通常包含“担忧”(n = 5933,31.0%)、“关切”(n = 3623,18.9%)和“沮丧”(n = 3046,15.9%)的语气。
医疗不信任在社交媒体中普遍存在,主要针对医疗保健专业人员。不信任通常与忽视患者症状或担忧、临床管理缺乏彻底性以及沟通困难有关,这表明这些是在临床实践中解决医疗不信任的关键可行动领域。