用人工智能驱动的方法重新考虑卫生研究中的调查开发
1Human-Centered Design, Delft University of Technology, Delft, Netherlands.
Frontiers in digital health
|August 12, 2025
概括
人工智能 (AI) 和大型语言模型 (LLM) 可以通过解决方法学挑战来改善健康研究调查. 这种人工智能集成增强了调查有效性,效率和包容性,补充了传统方法.
科学领域:
- 卫生研究方法论 卫生研究方法论
- 计算社会科学 计算社会科学
背景情况:
- 传统的调查开发是耗时的,容易出现未被发现的问题.
- 早期的局限性可能会损害构造的有效性,并需要昂贵的修订.
研究的目的:
- 引入一个概念框架,将人工智能驱动的技术整合到调查开发中.
- 提高卫生研究工具的速度,严格性,有效性和包容性.
主要方法:
- 利用自然语言处理和自动化文本分析来主动识别问题.
- 利用实时数据监控和预测建模来改进仪器.
- 整合人工智能工具作为对人类专业知识和批判性反射能力的补充支持.
主要成果:
- 人工智能可以主动识别调查数据中的语言细微差别和隐藏模式.
- 人工智能集成提高了方法论的严谨性,效率,并降低了受访者负担.
- 该框架促进了更具响应性,包容性和有效的卫生研究工具.
结论:
- 人工智能,特别是LLM,为克服健康研究中调查开发挑战提供了重大机会.
- 负责任和上下文AI集成可以增强传统方法,提高调查质量和降低成本.
- 透明度,可解释性和偏见缓解等伦理考虑对于有效的AI实施至关重要.
相关概念视频
Data Collection by Survey
7.0K
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...
7.0K
Surveys
15.4K
Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
15.4K
Study Designs in Epidemiology
418
Epidemiological study designs are fundamental tools for investigating the distribution, determinants, and control of health conditions in populations. They help researchers understand the relationships between exposures and outcomes, and they broadly fall into two categories: "observational" and "experimental" studies.
Observational studies are those where the researcher does not intervene but rather observes natural variations. They include cross-sectional, cohort, and...
Observational studies are those where the researcher does not intervene but rather observes natural variations. They include cross-sectional, cohort, and...
418
Types of Surveys
128
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...
128
Methods Of Healthcare Delivery System
3.5K
At the different levels of the healthcare system, we see varying methods of healthcare used. These methods include managed care systems, case management, and primary healthcare.
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
3.5K
Convenience Sampling Method
9.6K
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.
Convenience sampling is a non-random method of sample selection; this method selects individuals that are easily accessible and may result in biased data. For example, a marketing...
Convenience sampling is a non-random method of sample selection; this method selects individuals that are easily accessible and may result in biased data. For example, a marketing...
9.6K


