为人口健康管理提供临床决策支持:开发和验证综合敏度和干预预测模型
Sanjay Basu1,2, Sadiq Y Patel1,3, Parth Sheth1,3
1Clinical Product Development, Waymark, San Francisco, CA 94115, United States.
Journal of the American Medical Informatics Association : JAMIA
|December 29, 2025
概括
一个新的临床决策支持系统改善了Medicaid受益人的人口健康管理. 它预测急性护理事件并指导干预,将护理从反应性转变为针对脆弱患者的积极主动.
科学领域:
- 医疗信息学 医疗信息学
- 临床决策支持系统 临床决策支持系统
- 人口健康管理 人口健康管理
背景情况:
- 人口健康管理计划为超过8000万的医疗补助受益者提供服务.
- 现有计划缺乏系统的临床决策支持,以对复杂的患者护理提供支持.
- 确定最佳的干预时间和选择仍然是一个挑战.
研究的目的:
- 开发和验证临床决策支持系统.
- 整合敏度预测和干预选择模型.
- 加强复杂疾病的医疗补助受益人的护理协调.
主要方法:
- 对155,631名医疗补助病人的回顾性队列研究.
- 开发了集成的信息化工作流程,具有时间到事件预测和异构的治疗效果模型.
- 使用电子健康记录,索赔和护理管理数据.
- 验证了3名盲目的医生审查200例病例的表现.
主要成果:
- 该系统实现了81.3%的灵敏度和82.1%的特异性,用于30天的急性护理预测.
- 干预选择显示,绝对风险降低1.59个百分点,每63名患者预防1次急性事件.
- 医生对利用模式的依赖与更广泛的临床信号的模型整合形成对比,以便更早地识别干预.
结论:
- 一个集成的临床决策支持系统可以增强人口健康管理.
- 提供了关于干预时间和选择的可操作指导.
- 促进弱势群体从反应性护理转向预防性护理.
相关概念视频
Methods of Documentation VI: Case Management Model
829
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...
829
Analysis of Population Pharmacokinetic Data
643
Analysis of population pharmacokinetic data involves studying the behavior of drugs within diverse populations to understand their pharmacokinetic parameters. Traditional pharmacokinetic methods typically involve collecting samples from a few individuals and estimating these parameters. While these methods are commonly used, they have limitations in capturing the variability in drug response among individuals or heterogeneous populations. Population pharmacokinetics is employed to address these...
643
Models of Health Promotion and Illness Prevention I
2.6K
A model is a theoretical way to understand a concept or an idea. Models can overcome barriers to health regardless of diverse economic and cultural backgrounds. In addition, models make the task easier by providing different ways to approach complex issues. There are two major health promotion models: the health belief model and the health promotion model.
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
2.6K
Nursing Diagnosis
3.6K
Following assessment, a nursing diagnosis is the next step in the nursing process. It begins after the nurse has collected and recorded the patient data. The purpose of diagnosing is to identify how the client responds to actual or potential health processes, identify factors that bestow or that cause health problems, the etiologies, and identify resources or strengths the individual, group, or community can draw on to prevent or resolve problems.
The nursing diagnosis focuses on evidence-based...
The nursing diagnosis focuses on evidence-based...
3.6K
Steps in Outbreak Investigation
462
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:
462
Models of Health Promotion and Illness Prevention II
2.0K
The person's health status fluctuates continually, varying from being in good health to becoming ill and returning to being healthy. To understand the concept of illness prevention, there are two models. First, the health-illness continuum model is a graphic representation of an individual's wellness. It states that a person is considered healthy in the absence of physical disease and the presence of good emotional health.
The agent-host-environment model states that disease results...
The agent-host-environment model states that disease results...
2.0K


