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基于索赔的算法在商业保险的 OSA 患者中对持续气道正压治疗依从性的表现。

Performance of Claims-Based Algorithms for Adherence to Positive Airway Pressure Therapy in Commercially Insured Patients With OSA.

机构信息

ResMed Science Center, San Diego, CA.

ResMed Science Center, Halifax, NS, Canada.

出版信息

Chest. 2024 May;165(5):1228-1238. doi: 10.1016/j.chest.2024.01.020. Epub 2024 Jan 10.

DOI:10.1016/j.chest.2024.01.020
PMID:38215934
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11214903/
Abstract

BACKGROUND

Positive airway pressure (PAP) therapy is first-line therapy for OSA, but consistent use is required for it to be effective. Previous studies have used Medicare fee-for-service claims data (eg, device, equipment charges) as a proxy for PAP adherence to assess its effects. However, this approach has not been validated in a US commercially insured population, where coverage rules are not standardized.

RESEARCH QUESTION

In a commercially insured population in the United States, how well do claims-based algorithms for defining PAP adherence correspond with objective PAP device usage?

STUDY DESIGN AND METHODS

Deidentified administrative claims data of commercially insured patients (aged 18-64 years) with OSA were linked to objective PAP therapy usage data from cloud-connected devices. Adherence was defined based on device use (using an extension of Centers for Medicare & Medicaid Services 90-day compliance criteria) and from claims-based algorithms to compare usage metrics and identify potential misclassifications.

RESULTS

The final sample included 213,341 patients. Based on device usage, 48% were adherent in the first year. Based on claims, between 10% and 84% of patients were identified as adherent (accuracy, sensitivity, and specificity ranges: 53%-68%, 12%-95%, and 26%-92%, respectively). Relative to patients who were claims-adherent, patients who were device-adherent had consistently higher usage across all metrics (mean, 339.9 vs 260.0-290.0 days of use; 6.6 vs 5.1-5.6 d/wk; 6.4 vs 4.6-5.2 h/d). Consistent PAP users were frequently identified by claims-based algorithms as nonadherent, whereas many inconsistent users were classified by claims-based algorithms as adherent.

INTERPRETATION

In aggregate US commercial data with nonstandardized PAP coverage rules, concordance between existing claims-based definitions and objective PAP use was low. Caution is warranted when applying existing claims-based algorithms to commercial populations.

摘要

背景

气道正压(PAP)疗法是 OSA 的一线治疗方法,但需要持续使用才能有效。以前的研究使用医疗保险按服务收费的索赔数据(例如,设备、设备费用)作为 PAP 依从性的代理指标来评估其效果。然而,这种方法尚未在美国商业保险人群中得到验证,因为覆盖范围规则不标准化。

研究问题

在美国商业保险人群中,基于索赔的 PAP 依从性算法与客观 PAP 设备使用情况的相关性如何?

研究设计和方法

将患有 OSA 的商业保险患者(年龄 18-64 岁)的匿名行政索赔数据与云连接设备的客观 PAP 治疗使用数据相关联。依从性基于设备使用情况(使用医疗保险和医疗补助服务中心 90 天依从性标准的扩展)和基于索赔的算法来比较使用指标并确定潜在的错误分类。

结果

最终样本包括 213341 名患者。根据设备使用情况,第一年有 48%的患者依从。根据索赔,有 10%至 84%的患者被认定为依从(准确性、敏感性和特异性范围分别为 53%-68%、12%-95%和 26%-92%)。与依从索赔的患者相比,依从设备的患者在所有指标上的使用频率都更高(平均值,339.9 与 260.0-290.0 天的使用;6.6 与 5.1-5.6 天/周;6.4 与 4.6-5.2 小时/天)。经常使用 PAP 的患者通常被索赔算法认定为不依从,而许多不规律使用 PAP 的患者被索赔算法认定为依从。

结论

在具有非标准化 PAP 覆盖规则的美国综合商业数据中,现有的基于索赔的定义与客观 PAP 使用之间的一致性较低。在将现有的基于索赔的算法应用于商业人群时应谨慎。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d0e0/11214903/15323f7fc06c/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d0e0/11214903/df20742cfa8f/ga1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d0e0/11214903/943a2aa47f95/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d0e0/11214903/4952a7160f38/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d0e0/11214903/15323f7fc06c/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d0e0/11214903/df20742cfa8f/ga1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d0e0/11214903/943a2aa47f95/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d0e0/11214903/4952a7160f38/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d0e0/11214903/15323f7fc06c/gr3.jpg

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