将数据输入工具与单独提供洞察力进行比较,以评估COVID-19住院风险:试点匹配队列对比研究
Gezan Yahya1, James B O'Keefe2, Miranda A Moore2,3
1Rollins School of Public Health, Emory University, Atlanta, GA, United States.
JMIR formative research
|October 30, 2023
概括
与单独提供者判断相比,COVID-19风险级别评估工具 (CRTAT) 改善了门诊患者的风险分层. 这种远程医疗工具增强了严重的COVID-19结果的临床决策.
科学领域:
- 传染性疾病 传染性疾病
- 医疗信息学 医疗信息学
- 临床决策支持 临床决策支持
背景情况:
- 随着COVID-19的流行,外科医生需要有效的风险预测.
- 高的住院率需要工具来估计未来的住院风险.
- COVID-19风险级别评估工具 (CRTAT) 是为了帮助门诊临床决策而开发的.
研究的目的:
- 为了比较CRTAT生成的风险级别分配 (RTA) 与医疗提供者洞察力的准确性.
- 评估CRTAT在识别影响COVID-19严重程度的关键因素方面的实用性.
主要方法:
- 来自Emory医疗保健虚拟门诊管理诊所 (VOMC) 的COVID-19阳性门诊患者的回顾性分析.
- 来自CRTAT的RTA与由算法训练的医疗保健提供者的RTA进行比较.
- 包括住院和匹配的非住院患者组.
主要成果:
- 在42名匹配患者中,16名患者观察到RTA的差异.
- 差异的原因包括错过的并发症,未被编码的风险和错误编码的症状严重程度.
- CRTAT显示了更准确的分类,特别是对于住院患者.
结论:
- 通过准确分类患者的风险级别,CRTAT增强了临床决策.
- 类似的风险评估工具可以改善其他传染病的管理.
- 像CRTAT这样的远程医疗支持的工具对于远程患者监测和护理至关重要.
相关概念视频
Statistical Software for Data Analysis and Clinical Trials
593
Statistical software is pivotal in data analysis and clinical trials by providing tools to analyze data, draw conclusions, and make predictions. These software packages range from simple data management applications to complex analytical platforms, supporting various statistical tests, models, and simulation techniques. Their significance lies in their ability to handle vast amounts of data with precision and efficiency, enabling researchers to validate hypotheses, identify trends, and make...
593
Healthcare Associated Infections II: Preventive Measures
2.7K
Essential infection prevention measures are based on the knowledge of the infection chain, the modes of transmission in healthcare settings, and the use of the best practices in all healthcare settings. Compulsory public reporting of healthcare-associated infection rates is needed to allow individuals and the community to make informed choices regarding selecting a healthcare facility.
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
2.7K
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
133
Biopharmaceutical studies constitute a vital field aiming to enhance drug delivery methods and refine therapeutic approaches, drawing upon diverse interdisciplinary knowledge. In research methodologies, the choice between controlled and non-controlled studies significantly influences the study's reliability and accuracy.
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
133
Comparing the Survival Analysis of Two or More Groups
201
Survival analysis is a cornerstone of medical research, used to evaluate the time until an event of interest occurs, such as death, disease recurrence, or recovery. Unlike standard statistical methods, survival analysis is particularly adept at handling censored data—instances where the event has not occurred for some participants by the end of the study or remains unobserved. To address these unique challenges, specialized techniques like the Kaplan-Meier estimator, log-rank test, and...
201
Steps in Outbreak Investigation
135
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:
135
Interpreting Run Charts
105
Run charts, essentially line graphs plotted over time, serve as fundamental yet effective tools for process analysis. They chronicle data sequentially, facilitating the identification of trends, shifts, or cyclical movements. This graphical representation is instrumental in determining whether a process is stable or exhibits signs of potential instability indicative of special cause variation. In the healthcare domain, run charts depict infection rates over time, enabling hospitals to monitor...
105


