一个尺寸适合所有人:增强的零射击文本分类,用于患者在社交媒体上倾听
Veton Matoshi1, Maria Carmela De Vuono2, Roberto Gaspari2
1Independent Researcher, Graz, Austria.
Frontiers in artificial intelligence
|February 26, 2025
概括
本研究介绍了一种使用自然语言处理 (NLP) 来分析社交媒体数据以实现以患者为中心的药物开发 (PFDD) 的AI驱动框架. 它有效地识别患者群体,挑战和治疗洞察力,使用最少的手工努力.
科学领域:
- 药理学和制药科学 药理学和制药科学
- 计算语言学 计算语言学
- 医疗信息学 医疗信息学
背景情况:
- 以患者为中心的药物开发 (PFDD) 正在通过优先考虑患者的意见来彻底改变制药研究.
- 人工智能 (AI),特别是自然语言处理 (NLP),为分析各种数据源提供了新的途径.
- 社交媒体倾听 (SML) 可以从患者和护理人员那里获取有价值的观点.
研究的目的:
- 提出和评估NLP框架,从社交媒体数据中提取患者的见解.
- 确定关键的利益群体,患者的挑战,以及治疗/支持系统的看法.
- 为了证明AI在增强以患者为中心的药物开发中的实用性.
主要方法:
- 为特定疾病的社交媒体数据分析量身定制的NLP框架的开发.
- 利用外部资源,如本体学来丰富数据解释.
- 应用NLP技术,包括零射击文本分类,用于信息提取.
- 分析社交媒体数据集以识别利益集团,挑战和治疗见解.
主要成果:
- 该NLP框架成功地提取了有关确定研究主题的相关信息.
- 获得了对患者观点,挑战和治疗偏好的初步见解.
- 该方法在最小的注释力度下表现出有效性,突出了效率的提高.
结论:
- 拟议的NLP框架提供了一个可扩展和高效的方法来收集患者对PFDD的见解.
- 人工智能驱动的SML可以为了解患者的需求和经验做出重大贡献.
- 这种方法支持更知情和以患者为中心的药物开发策略.
相关概念视频
01:13Patient-centered Care
1.9K
Patient-centered care involves delivering care beyond inpatient hospitalization. Reflective practice can enhance a patient-centered approach. Reflective practice is a process of reasoning that considers all aspects of the present situation, including practicalities, learning from personal practice, and consideration of patient needs. Patients appreciate care decisions made while considering their input. Involving the patient in their care provides the patient with a sense of contribution rather...
1.9K
01:17Classification of Illness
7.3K
The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
7.3K
01:29Issues And Trends In Healthcare Delivery System
5.6K
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...
5.6K
01:19Assessing Blood pressure using a doppler ultrasound
1.2K
To obtain accurate blood pressure measurements in clinical settings, especially when traditional methods are insufficient, healthcare professionals utilize the Doppler ultrasound technique. This method uses high-frequency sound waves to detect blood flow within the arteries, which is crucial for patients with conditions that complicate circulatory system assessment.
Pre-Procedural Guidelines for Doppler Ultrasound Blood Pressure Assessment:
Preparation of Equipment:
Pre-Procedural Guidelines for Doppler Ultrasound Blood Pressure Assessment:
Preparation of Equipment:
1.2K