通过与医疗保险索赔的链接,对我们所有人的研究计划中EHR数据覆盖范围的调查
Yuyang Yang1, Kelsey Rodriguez2, Javier Ezcurra3
1Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States of America.
将医疗保险索赔数据集成到我们所有人 (AoU) 研究计划中,大大提高了电子健康记录 (EHR) 数据的完整性. 这通过增加数以百万计的诊断,程序和药物代码来提高对参与者医疗保健的理解.
科学领域:
- 医疗信息学 医疗信息学
- 生物医学数据科学 生物医学数据科学
- 人口健康研究 人口健康研究
背景情况:
- 我们所有人 (AoU) 研究计划面临着不完整的电子健康记录 (EHR) 数据的挑战,缺少参与者护理的重要部分.
- 一个关键的建议是评估医疗保险索赔数据的有用性,以解决这个EHR数据缺口.
研究的目的:
- 评估医疗保险索赔数据可以在多大程度上补充和丰富AOU EHR数据.
- 通过索赔数据集成,量化可用的健康数据 (诊断,程序,药物) 的潜在增加.
主要方法:
- 与商业分析公司Swoop合作,访问AoU参与者的健康保险索赔数据.
- 采用记录链接技术,将个别的AOU EHR数据与相应的保险索赔联系起来.
- 分析了长达十年的数据集,以评估电子健康记录和索赔数据中的数据缺失,并根据参与者特征检查趋势.
主要成果:
- 将AOU EHR数据与索赔数据联系起来,揭示了EHR中大量缺失的信息.
- 据估计,索赔数据的整合将增加大约1600万个独特的诊断代码,17.8万个独特的程序代码和940万个独特的药物代码.
- 分析发现了与参与者特征相关的数据缺失趋势.
结论:
- 在AoU研究计划将显著受益于纳入医疗保险索赔数据,以实现一个更全面的参与者医疗保健的观点.
- 索赔数据集成提供了一个有价值的策略,以提高AoU研究数据集的完整性和丰富性.
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
13:44Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
Published on: December 9, 2022
相关概念视频
Phosphodiester Linkages
Phosphodiester bond forms when a phosphoric acid molecule (H3PO4) links with two hydroxyl groups (–OH) of two other molecules, forming two ester bonds. Two water molecules are released in this process. The phosphodiester bond is commonly found in nucleic acids (DNA and RNA) and plays a critical role in their structure and function.
Phosphodiester Bonds Link Nucleotides Together
DNA and RNA are polynucleotides or long chains of nucleotides that are linked together. A nucleotide is...
Ligand Binding and Linkage
Ligand Binding and Linkage
Testing a Claim about Mean: Known Population SD
Estimating a population mean requires the samples to be distributed normally. The data should be collected from the randomly selected samples having no sampling bias. The sample size needed to be higher than 30, and most importantly, the population standard deviation should be already known.
In most realistic situations, the population standard deviation is often unknown, but in rare circumstances, when it...
Testing a Claim about Population Proportion
There are two methods of testing a claim about a population proportion: (1) Using the sample proportion from the data where a binomial distribution is approximated to the normal distribution and (2) Using the binomial probabilities calculated from the data.
The first method uses normal distribution as an approximation to the binomial distribution. The requirements are as follows: sample size is large...
Testing a Claim about Standard Deviation
The hypothesis testing for the claim of population standard deviation (or variance) requires the data and samples to be random and unbiased. The population distribution also must be normal. There is no specific requirement on the sample size as the estimation is based on the chi-square distribution.
As a first step, the hypothesis (null and alternative) concerning the claim about...
