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相关概念视频

Methods of Documentation VI: Case Management Model01:15

Methods of Documentation VI: Case Management Model

570
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...
570

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相关实验视频

Updated: Jun 26, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
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医院分拣预测模型的前景验证,以减少不足分拣:一个EAST多中心研究.

Elise A Biesboer1, Courtney J Pokrzywa1, Basil S Karam1

  • 1Department of Surgery, Division of Trauma and Acute Care Surgery, Medical College of Wisconsin, Milwaukee, Wisconsin, USA.

Trauma surgery & acute care open
|May 13, 2024
PubMed
概括
此摘要是机器生成的。

这项研究优化了创伤分拣模型,以预测紧急干预的需要,改善了资源配置. 经过验证的模型显示,它有望减少弱势患者群体的不足.

关键词:
模型,统计学模型多重创伤是多重创伤的一种.选分类是为了分类.

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相关实验视频

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科学领域:

  • 紧急医疗 紧急医疗
  • 创伤外科 手术 创伤外科
  • 医疗保健服务研究 医疗服务研究

背景情况:

  • 层级创伤小组激活 (TTA) 旨在优化对受伤患者的资源配置.
  • 实现目标低选率 (<5%) 和过量选率 (<35%) 是一个挑战,各中心的绩效差异很大.
  • 现有的创伤分类模型需要优化和外部验证以提高准确性和一致性.

研究的目的:

  • 优化和外部验证先前开发的医院创伤选预测模型.
  • 预测在6小时内需要紧急干预 (NEI-6),这是完全TTA的关键指标.
  • 为了减少TTA的变化,并提高低选/高选率.

主要方法:

  • 一个加权的多重物流回归模型被用来重新训练和优化NEI-6模型.
  • 使用了来自五个创伤中心的前性数据,其中一部分用于再培训,其余部分用于外部验证.
  • 模型的性能被用接收器操作特征曲线 (AUROC) 下的面积和精度召回曲线 (AUPRC) 下的面积来评估.

主要成果:

  • 外部验证队列包括2476名患者.
  • 优化的模型实现了AUROC的0.80和AUPRC的0.63.
  • 低选率总体为9.1%,重创伤为8.8%,65岁以上患者为8.4%,黑人或非裔美国患者为7.7%.

结论:

  • 外部验证的NEI-6模型采用推的低选率和超选率.
  • 该模型显著降低了TTA变异性,特别是在重创伤患者中.
  • 该模型在历史上经历过高低率的人群中展示了有效的表现.