在分布式医疗保健中,多因素规范感知和诱导.
Chao Li1, Olga Petruchik2, Elizaveta Grishanina1
1ITMO University, Saint Petersburg, 197101, Russia.
Journal of biomedical informatics
|May 13, 2025
概括
这项研究引入了一种新型模型,让自主代理学习医疗规范,改善医疗保健的整合. 该系统有效地识别最佳实践和临床协议,反映现实世界的趋势.
科学领域:
- 人工智能的人工智能
- 多代理系统 多代理系统
- 医疗保健信息学 医疗保健信息学
背景情况:
- 将自主代理纳入医疗保健需要理解复杂的医疗规范.
- 医学规范分为描述性 (集体倾向) 和规范性 (理想行为).
- 现有的多代理系统在动态环境中学习这些独特的规范类型时面临挑战.
研究的目的:
- 为医疗保健中的自主代理提供一个多代理规范感知和诱导学习模型.
- 为了使代理人能够同时学习描述性和处方性医疗规范.
- 促进代理系统在分布式医疗保健环境中的动态集成.
主要方法:
- 使用参数化的混合概率密度模型来表示规范.
- 采用实践增强的马尔科夫游戏来进行代理互动和学习.
- 开发一个能够感知描述性规范并诱导规范性规范的系统.
主要成果:
- 该模型成功地理解了描述性的集体医学规范,反映了当前最佳临床实践.
- 实验结果显示,该模型的学习规范与现实世界的诊断趋势在五年内趋同.
- 代理人有效地学习了关键的临床协议,避免相信无效的规范,并顺利地更新信念.
结论:
- 开发的模型可以通过多代理系统有效地感知和诱导医疗规范.
- 这有助于自主代理人通过与临床最佳实践保持一致而融入医疗保健.
- 该模型展示了强大的学习方法和适应动态的医疗保健环境.
关键词:
自主代理人 自主代理人分布式医疗保健是一种分布式医疗保健.动态交互过程的动态交互过程.高斯混合物模型模型的高斯混合物模型.马尔科夫游戏游戏 马尔科夫游戏医学规范 医学规范 医学规范规范的出现 规范的出现规范诱导 引入 规范诱导规范的感知 规范的感知更多相关视频
11:21Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
8.1K
06:32Author Spotlight: Automated Deep Brain Stimulation for Parkinson's Disease - Exploring the Possibilities and Challenges of Home Monitoring
Published on: July 14, 2023
1.2K
相关概念视频
Issues And Trends In Healthcare Delivery System
5.5K
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...
5.5K
Healthcare Agencies I
693
Healthcare agencies provide healthcare services to people. In the United States, voluntary agencies are often non-profit centers sponsored by donations, grants, or fundraisers. One such organization is Meals on Wheels, which provides meals to the elderly and homebound. The American Heart Association and the American Lung Association are other non-profit community organizations. Doctors and nurses are frequently active members of these organizations, which offer health checks and educational...
693
Healthcare Agencies II
672
There are various healthcare agencies in the United States—some of which are managed by religious institutions and others by different government branches.
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources,...
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources,...
672
Documentation in Long-Term and Home Healthcare Setting
835
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
835
Methods of Documentation VI: Case Management Model
544
The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
For example, a patient with a chronic...
For example, a patient with a chronic...
544
Obedience
32.5K
According to obedience research, we may harm others under the forceful pressures of an authority figure (Milgram, 1974). How about if the inappropriate orders were delivered with less force? The increasing interdependence between nurses and physicians compelled Hofling and his colleagues to explore nurses’ reactions to a potentially harmful medical request made by the perceived authority figure, the doctor (Hofling, Brotzman, Dalrymple, Graves, & Pierce, 1966). In this situation,...
32.5K
