自然语言处理用于评估COVID-19期间患者和医疗保健提供者之间的短信对话
Richard T Lester1, Matthew Manson1, Muhammed Semakula2,3
1Division of Infectious Diseases, Department of Medicine, University of British Columbia, Vancouver, British Columbia, Canada.
PLOS digital health
|January 15, 2025
概括
卢旺达卢旺达卢旺达卢旺达卢旺达卢旺达卢旺达卢旺达卢旺达
科学领域:
- 数字健康数字健康
- 公共卫生 公共卫生
- 传染病管理 传染病管理
背景情况:
- 社区隔离对于控制SARS-CoV-2等传染病至关重要.
- 了解隔离患者的需求和挑战对于有效的流行病应对至关重要.
- 卢旺达实施了国家数字健康服务WelTel,通过短信远程监控COVID-19患者.
研究的目的:
- 分析卢旺达WelTel计划中的短信模式和沟通主题.
- 为了了解孤立的SARS-CoV-2患者和接触者的经验.
- 评估自然语言处理 (NLP) 在分析流行病相关文本数据中的实用性.
主要方法:
- 从WelTel (2020年3月 - 2022年3月) 中注册的33081名患者 (病例和接触者) 提取了数据.
- 从国家COVID-19注册表中链接人口统计和临床数据.
- 将NLP主题分类模型应用于金亚鲁万达语和英语语文对话的样本,比较传统的ML和LLMs.
主要成果:
- 12,119个互动文本对话是由孤立的患者生成的.
- 关键话题包括症状 (69%),诊断 (38%) 和社会问题 (19%).
- 传统的ML模型在金亚兰达语数据上表现优于LLM,而LLM在英语数据上表现出色.
结论:
- 交互式短信有效地支持在大规模的流行病期间孤立的患者.
- NLP分析为影响孤立患者的医疗和社会因素提供了宝贵的见解.
- 结果可以为未来的流行病反应提供精确的公共卫生策略.
相关概念视频
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
01:30Current Trends in Nursing II
1.2K
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,...
1.2K
01:29Documentation in Long-Term and Home Healthcare Setting
871
Documentation in long-term care facilities and home healthcare settings is crucial for ensuring continuous, coordinated, and comprehensive care for patients. Each setting has its specific documentation processes and tools:
Long-Term Care Facilities
Long-Term Care Facilities
871
01:08Role of Communication in the Nursing Process III: Evaluation and Documentation
1.3K
A successful patient outcome depends mainly on the evaluation stage of the nursing process. Evaluation determines effectiveness by reviewing what was done previously after the completion of nursing interventions. Every time a healthcare professional steps in or administers treatment, they must reassess or evaluate the action to ensure the intended result. During the evaluation phase, there are three probable patient outcomes:
1.3K
01:26Principles of Disease Surveillance
69
Disease surveillance is the systematic collection, analysis, and interpretation of health data essential to the planning, implementation, and evaluation of public health practice. This process integrates data dissemination to entities responsible for preventing and controlling disease, injury, and disability. Surveillance systems provide crucial information for action, helping public health authorities make informed decisions to manage and prevent outbreaks, ensure public safety, optimize...
69
01:29Data Collection II
7.8K
The nursing history captures and records the patient's health status, so that a care plan evolves to meet the patient's individual needs. The nursing health history is a part of the initial assessment. A comprehensive history covers all health dimensions and plays a significant role in the assessment process. A comprehensive history includes the patient's biographical information, reasons for seeking health care, expectations, present and past health history, medications, and...
7.8K