对社交媒体数据进行情绪分析和主题建模,以探索关于易怒肠综合征的公共话语
Ravi Shankar1,2, Alexander Wenjun Yip3,4
1Medical Affairs-Research Innovation & Enterprise, Alexandra Hospital, Singapore, Singapore. Ravi_SHANKAR@nuhs.edu.sg.
Scientific reports
|July 2, 2025
概括
社交媒体分析揭示了刺激性肠综合征 (IBS) 患者关心的关键问题,包括症状,饮食和心理健康. 研究结果强调了对IBS患者的综合护理和改进的数字健康沟通的需要.
科学领域:
- 胃肠病学 胃肠病学
- 数字健康数字健康
- 社交媒体分析
背景情况:
- 刺激性肠综合征 (IBS) 是一种普遍存在的功能性胃肠疾病,影响全球健康.
- 了解患者的经验和信息需求对于有效的管理至关重要.
研究的目的:
- 通过情绪和主题建模,分析2006-2024年X.com上的IBS讨论.
- 识别与IBS相关的患者关切,经验和信息需求.
主要方法:
- 一种混合方法方法分析了来自X.com.com的12,345个IBS相关帖子.
- 情感分析 (VADER) 和话题建模 (LDA) 被应用来提取主题和情绪.
- 时间分析跟踪了随时间推移的参与趋势.
主要成果:
- 情绪分析显示,情绪主要是中立的 (45.9%) 和积极的 (35.4%).
- 关键主题包括身体症状,饮食,社会支持,并发症,治疗,生活质量,意识和心理健康.
- 与IBS内容的接触随着时间的推移而增加,这表明意识和支持需求日益增长.
结论:
- 社交媒体分析为IBS患者的体验提供了宝贵的见解.
- 解决身体和心理社会方面的综合护理模式至关重要.
- 数字健康沟通可以弥合临床实践和患者体验之间的差距.
相关概念视频
Irritable Bowel Syndrome I: Introduction
399
Irritable Bowel Syndrome (IBS) is characterized by functional disturbances in the gastrointestinal system, presenting a cluster of symptoms without evident structural or biochemical abnormalities. It primarily affects the large intestine and may cause abdominal pain, bloating, excessive gas, diarrhea, constipation, or both.
IBS is a chronic condition that can persist over a long period or recur frequently.
The pathogenesis of IBS involves a complex interplay of the following factors:
Altered...
IBS is a chronic condition that can persist over a long period or recur frequently.
The pathogenesis of IBS involves a complex interplay of the following factors:
Altered...
399
Irritable Bowel Syndrome II: Clinical Features and Diagnostic Evaluation
255
Irritable Bowel Syndrome II: Clinical Features and Diagnostic Evaluation
Irritable Bowel Syndrome (IBS) is classified into subtypes based on the predominant bowel habits as determined by the Bristol Stool Form Scale (BSFS). The subtypes are:
Irritable Bowel Syndrome (IBS) is classified into subtypes based on the predominant bowel habits as determined by the Bristol Stool Form Scale (BSFS). The subtypes are:
255
Irritable Bowel Syndrome III: Medical and Nursing Management
316
Managing Irritable Bowel Syndrome (IBS) involves a multifaceted approach, including lifestyle modifications, dietary changes, and medication.
316
Assessment of the Gastrointestinal System I: Subjective Data
292
Assessing the gastrointestinal (GI) system is a complex process that begins with collecting subjective data. This data, collected through patient interviews, provides crucial insights into the patient's health history, perception patterns, and lifestyle habits, all contributing significantly to GI health.
Health History
The initial step in assessing the GI system is obtaining a comprehensive health history. This includes inquiring about the patient's history or presence of problems...
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292
Chronic Bowel Disorders: Introduction
542
Chronic bowel diseases are a group of long-term conditions affecting the digestive tract, characterized by inflammation and damage to the gut lining. These conditions primarily include irritable bowel syndrome and inflammatory bowel disease.
Irritable Bowel Syndrome (IBS) is a common disorder affecting the gastrointestinal tract. The distinctive feature is recurrent abdominal pain associated with altered bowel movements, manifesting as constipation, diarrhea, or fluctuating between both. The...
Irritable Bowel Syndrome (IBS) is a common disorder affecting the gastrointestinal tract. The distinctive feature is recurrent abdominal pain associated with altered bowel movements, manifesting as constipation, diarrhea, or fluctuating between both. The...
542
Inflammatory Bowel Disease III: Diagnostic Studies and Management I-Nutritional Therapy
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Various diagnostic tests are employed in the diagnostic process for Inflammatory Bowel Disease (IBD), particularly to differentiate between Crohn's disease and ulcerative colitis.
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Diagnostic studies
A colonoscopy is the definitive screening test, distinguishing ulcerative colitis from other colon diseases with similar symptoms. During a colonoscopy test, inflamed mucosa with exudate ulcerations can be observed, and biopsies are taken to determine the histologic characteristics of the...
430


