Social Media and Chronic Pain: What Do Patients Discuss?

被引:7
|
作者
Goudman, Lisa [1 ,2 ,3 ,4 ,5 ]
De Smedt, Ann [2 ,3 ,6 ]
Moens, Maarten [1 ,2 ,3 ,4 ,7 ]
机构
[1] Univ Ziekenhuis Brussel, Dept Neurosurg, Laarbeeklaan 101, B-1900 Brussels, Belgium
[2] Vrije Univ Brussel, STIMULUS Res Grp ReS & TeachIng NeuroModULat Uz B, Laarbeeklaan 103, B-1900 Brussels, Belgium
[3] Vrije Univ Brussel, Ctr Neurosci C4N, Laarbeeklaan 103, B-1900 Brussels, Belgium
[4] Vrije Univ Brussel, Fac Phys Educ & Physiotherapy, Dept Physiotherapy Human Physiol & Anat, Pain Mot PAIN Res Grp, Laarbeeklaan 103, B-1090 Brussels, Belgium
[5] Res Fdn Flanders FWO, B-1090 Brussels, Belgium
[6] Univ Ziekenhuis Brussel, Dept Phys Med & Rehabil, Laarbeeklaan 101, B-1900 Brussels, Belgium
[7] Univ Ziekenhuis Brussel, Dept Radiol, Laarbeeklaan 101, B-1090 Brussels, Belgium
来源
JOURNAL OF PERSONALIZED MEDICINE | 2022年 / 12卷 / 05期
关键词
chronic pain; patient opinion; social media communities; qualitative analysis; natural language processing; LOW-BACK-PAIN; SUPPORT; PARTICIPATION; MANAGEMENT; REDDIT;
D O I
10.3390/jpm12050797
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
A high number of online support groups have been created on social media platforms to reinforce personal empowerment and social support. The goal of this study was to perform natural language processing by constructing a bag-of-words model and conducting topic modelling based on posts extracted from a chronic pain community. The subreddit called 'r/sChronicPain' was used to investigate communication on social media platforms for chronic pain patients. After data cleaning and lemmatisation, a word cloud was constructed, and the most frequent words and most frequent body regions were counted. Latent Dirichlet allocation was used to perform topic modelling. In the final analysis set, 937 unique posts were included. The most frequent word was 'pain', followed by 'doctor', 'day', 'feel', 'back', 'year', and 'time'. Concerning the body regions, 'back' was most often mentioned, followed by 'neck' and 'leg'. Based on coherence scores, one topic was extracted with 'pain' as the keyword with the highest weight. In line with the allocation of chronic low-back pain as a major health problem and increasing prevalence, back pain was most often mentioned. It seems that the primarily treatment trajectories that are proposed by medical physicians are discussed on social media, compared to interventions by other healthcare providers.
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页数:9
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