通过临床对话追踪Covid-19症状演变

T. C. D. Silva, J. Macêdo, R. P. Magalhães
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引用次数: 0

摘要

冠状病毒大流行增加了对能够自动、快速、安全地收集和监测数据的技术解决方案的需求。为了满足这一需求,已经向巴西塞埃尔州的人口提供了plant o冠状病毒聊天机器人。该聊天机器人通过自然语言处理(NLP)采用自动症状检测技术。这项工作的提案是一个症状追踪器,这是一个神经网络,可以处理文本并捕获国家公民与植物 /冠状病毒护士/医生之间交换的信息中的症状,即临床对话。该模型具有识别新模式的能力,并发现在Covid-19检测呈阳性或阴性的用户中,心理行为改变的发生率很高,包括痛苦、焦虑和悲伤。因此,该工具强调了通过该州的社区精神卫生服务扩大覆盖面的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Tracking the Evolution of Covid-19 Symptoms through Clinical Conversations
The Coronavirus pandemic has heightened the demand for technological solutions capable of gathering and monitoring data automatically, quickly, and securely. To achieve this need, the Plantão Coronavirus chatbot has been made available to the population of Ceará State in Brazil. This chatbot employs automated symptom detection technology through Natural Language Processing (NLP). The proposal of this work is a symptom tracker, which is a neural network that processes texts and captures symptoms in messages exchanged between citizens of the state and the Plantão Coronavirus nurse/doctor, i.e., clinical conversations. The model has the ability to recognize new patterns and has identified a high incidence of altered psychological behaviors, including anguish, anxiety, and sadness, among users who tested positive or negative for Covid-19. As a result, the tool has emphasized the importance of expanding coverage through community mental health services in the state.
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