在新闻媒体和心理健康的自然语言处理当前的应用和未来的方向
Jannis Köckritz1,2, Bahar İlgen3, Caroline Cohrdes4
1Center for Artificial Intelligence in Public Health Research (ZKI-PH), Robert Koch Institute, Berlin, 13353, Germany. KoeckritzJ@rki.de.
Scientific reports
|September 15, 2025
概括
自然语言处理 (NLP) 显示了分析心理健康新闻的局限性,揭示了偏见和准确性问题. 需要专门的NLP技术来更好地分析媒体和公众对心理健康的理解.
科学领域:
- 计算语言学 计算语言学
- 媒体研究 媒体研究
- 心理健康研究 心理健康研究
背景情况:
- 公共媒体显著塑造了社会对心理健康的看法.
- 分析媒体对心理健康的描述需要先进的分析工具.
- 自然语言处理 (NLP) 具有潜力,但在捕捉话语细微差别方面面临挑战.
研究的目的:
- 探索NLP应用程序来分析新闻媒体中的心理健康代表性.
- 为了比较新闻媒体与社交媒体的NLP分析.
- 确定当前NLP技术对心理健康内容的局限性和偏见.
主要方法:
- 对NLP应用的范围审查 (情绪分析,话题建模,偏见检测).
- 在正式的新闻语言与社交媒体中对语言挑战的比较分析.
- 在跨平台的情绪分析中评估偏见和准确性问题.
主要成果:
- 目前的NLP技术在分析心理健康新闻方面表现出显著的局限性和偏见.
- 对心理健康内容的不同媒体平台,情绪分析的准确性受到损害.
- 正式的新闻语言给NLP带来了独特的语言挑战.
结论:
- 对于专门针对心理健康新闻分析而定制的NLP技术有着至关重要的需求.
- 调查结果为改进NLP方法提供了十项建议.
- 该研究旨在加强心理健康沟通策略和公共话语.
相关概念视频
Current Trends in Nursing II
3.3K
Trends in nursing are multifactorial and associated with changes in society, within the nursing profession, and in other professions. Notably, telehealth and remote nursing contribute to successful healthcare delivery for numerous patients and help reduce stress for nurses due to nursing shortages. Nurses can reach patients, monitor their conditions, and interact with them using computers, audio, visual accessories, and telephones—for example, remote patient monitoring systems. Likewise,...
3.3K
Issues And Trends In Healthcare Delivery System
6.1K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
6.1K
Higher Mental Functions of the Brain: Language
3.5K
Language is a system of communication that allows the expression of thoughts, ideas, and feelings. The brain processes language in both hemispheres.
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
3.5K

