使用基于LLM的对话代理进行自动化调查采集
Kurmanbek Kaiyrbekov1, Nicholas J Dobbins2, Sean D Mooney1
1Cyberinfrastructure and Artificial Intelligence Platforms Section, Center for Genomics and Data Science Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD 20892, United States.
JAMIA open
|November 3, 2025
概括
对话型大语言模型 (LLM) 可以为可扩展的AI电话调查提供动力. 这种方法减少了在医疗保健数据收集中的人力努力,在响应提取中实现了98%的准确性.
科学领域:
- 人工智能的人工智能
- 医疗信息学 医疗信息学
- 自然语言处理自然语言处理.
背景情况:
- 传统的电话调查以获取健康数据是昂贵且难以扩展的.
- 限制包括费用,时间消耗和可扩展性挑战.
研究的目的:
- 提出和评估一种使用对话式大语言模型 (LLM) 的新型调查收集方法.
- 通过人工智能驱动的自动化来克服传统电话调查的局限性.
主要方法:
- 开发了一个使用LLM对话代理进行调查和转录的框架.
- 使用GPT-4o从成绩单中提取调查答案.
- 评估了转录错误,响应准确度和用户体验,使用LLM人物对8名参与者的40个响应进行了评估.
主要成果:
- 在提取调查答案时,GPT-4o的平均准确率达到了98%.
- 转录单词的错误率平均为7.7%.
- 参与者注意到偶尔会出现对话代理的错误,但赞赏其理解和参与.
结论:
- 法学士代理人展示了可扩展,人工智能驱动的电话调查的巨大潜力.
- 这项技术可以减少人类的劳动力,提高医疗数据收集效率.
相关概念视频
Data Collection by Survey
8.5K
The systematic method of obtaining and analyzing accurate information of a population is called data collection. A survey is a standard method of data collection that involves collecting information from a target human population about their experience, opinion, or knowledge of a product, service, or process. The responses are recorded and interpreted. The most common survey examples are written questionnaires, face-to-face or telephonic conversations, focus groups, and electronic (e-mail or...
8.5K
Types of Surveys
343
Surveys are essential for marking property boundaries near water bodies. Different types of surveys are defined, each with its own function. Land surveys mark the property boundaries, while route surveys determine the position of properties on nearby highways. Topographic surveys create maps by capturing the three-dimensional features of the land. Hydrographic surveys focus on the shapes of underwater areas and the movement of streams through the properties. Mine surveys determine the relative...
343
Systematic Sampling Method
12.5K
Sampling is a technique to select a portion (or subset) of the larger population and study that portion (the sample) to gain information about the population. Data are the result of sampling from a population. The sampling method ensures that samples are drawn without bias and accurately represent the population. Because measuring the entire population in a study is not practical, researchers use samples to represent the population of interest.
Systematic sampling is one of the simplest methods...
Systematic sampling is one of the simplest methods...
12.5K
Automatic Processing and Automatic Social Behavior
206
Automatic processing refers to the cognitive operations that occur without conscious intent or awareness, playing a fundamental role in shaping social cognition and behavior. These processes enable individuals to navigate complex social environments efficiently by relying on mental shortcuts and pre-existing knowledge structures known as schemas. One of the most influential mechanisms underlying automatic processing is priming, which subtly activates mental representations through exposure to...
206
Data Collection III
3.9K
The physical assessment examines the patient for objective data that defines the patient's condition, and aids in formulating the nursing care plan. The purpose of physical assessment is a health status appraisal, which includes identifying health problems, and establishing a database for nursing intervention.
The principles to begin the physical assessment include conducting a comprehensive or problem-related history in a quiet, well-lit room, emphasizing privacy and comfort for the...
The principles to begin the physical assessment include conducting a comprehensive or problem-related history in a quiet, well-lit room, emphasizing privacy and comfort for the...
3.9K
Data Collection by Experiments
26.9K
Data collection is a systematic method of obtaining, observing, measuring, and analyzing accurate information. An experimental study is a standard method of data collection that involves the manipulation of the samples by applying some form of treatment prior to data collection. It refers to manipulating one variable to determine its changes on another variable. The sample subjected to treatment is known as “experimental units.”
An example of the experimental method is a public...
An example of the experimental method is a public...
26.9K
