基于代理的社会模拟来应对健康危机:利用日常数字健康视角
Jason Tucker1, Fabian Lorig2,3
1Department of Global Political Studies, Faculty of Culture and Society, Malmö University, Malmö, Sweden.
Frontiers in public health
|February 1, 2024
概括
基于代理的社会模拟 (ABSS) 可以帮助医疗危机管理. 将日常数字健康视角纳入ABSS设计可以改善场景定义和政策干预的数据可用性.
科学领域:
- 医疗信息学 医疗信息学
- 计算社会科学 计算社会科学
- 公共卫生政策 公共卫生政策
背景情况:
- 人工智能 (AI) 系统越来越多地被认为具有管理健康危机的潜力.
- 基于代理的社会模拟 (ABSS) 提供了一种方法,通过模拟虚拟社会来分析政策干预的后果.
- 随着COVID-19大流行,使用ABSS进行协同政策干预的挑战突显出来,特别是定义有价值的情景和确保数据可用性.
研究的目的:
- 探索如何将"日常"数字健康视角纳入设计和实施健康危机管理ABSS的关键挑战.
- 加强ABSS的实用性,作为卫生危机期间政策制定者的工具.
主要方法:
- 这篇论文回顾了ABSS在卫生危机管理背景下的应用,重点关注COVID-19大流行.
- 它建议利用对"日常"数字健康视角的研究来改进ABSS设计和数据利用.
- 该研究强调了向数字健康技术的转变及其对政策的影响.
主要成果:
- 定义模拟的有价值的场景和获取适当的数据是ABSS在政策干预中的重大障碍.
- 将"日常"数字健康视角纳入ABSS设计可以减轻这些挑战.
- 这种方法可以为政策评估带来更强大和更相关的虚拟测试台.
结论:
- 在ABSS建模中考虑"日常"的数字健康视角对于有效的健康危机管理至关重要.
- 这种整合可以将ABSS转化为决策者面临未来健康危机的更强大的工具.
- 未来的研究应该专注于在ABSS框架内运行这一观点.
相关概念视频
Issues 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
Steps in Outbreak Investigation
130
In the ever-evolving field of public health, statistical analysis serves as a cornerstone for understanding and managing disease outbreaks. By leveraging various statistical tools, health professionals can predict potential outbreaks, analyze ongoing situations, and devise effective responses to mitigate impact. For that to happen, there are a few possible stages of the analysis:
130
Social Scripts
9.4K
People tend to know what behavior is expected of them in specific, familiar settings. A script is a person’s knowledge about the sequence of events expected in a specific setting (Schank & Abelson, 1977). Essentially, scripts are a particular kind of schema, one containing default values for the features within an event. In the restaurant example, the script's features include the props (e.g., tables, menu, food, and money), the roles to be played (e.g., customer and waiter),...
9.4K
Methods Of Healthcare Delivery System
3.3K
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...
3.3K
Modeling in Therapy
79
Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
79
Principles of Disease Surveillance
96
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...
96


