Suppr超能文献

门户使用与自我效能感健康信息搜索行为之间的因果关系:健康信息国家趋势调查数据的二次分析。

The Causal Relationship Between Portal Usage and Self-Efficacious Health Information-Seeking Behaviors: Secondary Analysis of the Health Information National Trends Survey Data.

机构信息

Department of Industrial and Systems Engineering, University of Florida, Gainesville, FL, United States.

Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, United States.

出版信息

J Med Internet Res. 2021 Jan 27;23(1):e17782. doi: 10.2196/17782.

Abstract

BACKGROUND

Patient portals have drawn much attention, as they are considered an important tool for health providers in facilitating patient engagement. However, little is known about whether the intensive use of patient portals contributes to improved management of patients' health in terms of their confidence in acquiring health information and exercising self-care. There is a lack of randomized trials with these outcomes measured both pre- and postadoption of patient portals.

OBJECTIVE

The aim of this study was to examine the causal relationship between the usage of patient portals and patients' self-efficacy toward obtaining health information and performing self-care.

METHODS

This study was a secondary data analysis that used data from a US national survey, the National Cancer Institute's Health Information National Trends Survey 5 Cycle 1. Patient portal usage frequency was used to define the treatment. Survey items measuring self-efficacy on a Likert-type scale were selected as the main outcomes, including patients' confidence in obtaining health information and performing self-care. To establish causality using survey data, we adopted the instrumental variables method. To determine the direction of the causal relationship in the presence of high-dimensional confounders, we further proposed a novel testing framework that employs conditional independence tests in a directed acyclic graph. The average causal effect was measured using the two-stage least squares regression method.

RESULTS

We showed that frequently using patient portals improves patients' confidence in obtaining health information. The estimand of the weighted average causal effect was 0.14 (95% CI 0.06-0.23; P<.001). This means that when increasing the portal usage intensity, for instance, from 1-2 times to 3-5 times per year, the expected average increase in confidence level measured on a Likert-type scale would be 0.14. However, we could not conclusively determine the causal effect between patient portal usage and patients' confidence in exercising self-care.

CONCLUSIONS

The results support the use of patient portals and encourage better support and education to patients. The proposed statistical method can be used to exploit the potential of national survey data for causal inference studies.

摘要

背景

患者门户引起了广泛关注,因为它们被认为是医疗服务提供者促进患者参与的重要工具。然而,对于患者门户的密集使用是否有助于改善患者对获取健康信息和进行自我护理的信心,从而改善患者健康管理,目前知之甚少。缺乏使用这些结果进行测量的随机试验,并且在采用患者门户前后都进行了测量。

目的

本研究旨在检验患者门户使用与患者获取健康信息和进行自我护理的自我效能之间的因果关系。

方法

本研究是一项二次数据分析,使用了来自美国全国性调查——美国国家癌症研究所健康信息全国趋势调查 5 周期 1 的数据。患者门户使用频率被用来定义治疗。选择了衡量自我效能的李克特量表测量项目作为主要结果,包括患者对获取健康信息和进行自我护理的信心。为了使用调查数据建立因果关系,我们采用了工具变量法。为了在存在高维混杂因素的情况下确定因果关系的方向,我们进一步提出了一种新颖的测试框架,该框架在有向无环图中使用条件独立性测试。使用两阶段最小二乘法回归法测量平均因果效应。

结果

我们表明,频繁使用患者门户可提高患者获取健康信息的信心。加权平均因果效应的估计值为 0.14(95%CI 0.06-0.23;P<.001)。这意味着,例如,当增加门户使用强度时,从每年 1-2 次增加到 3-5 次,在李克特量表上测量的信心水平的预期平均增加量将为 0.14。然而,我们不能确定患者门户使用与患者自我护理信心之间的因果效应。

结论

研究结果支持使用患者门户,并鼓励为患者提供更好的支持和教育。所提出的统计方法可用于利用全国性调查数据进行因果推断研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e58e/7875689/374668559638/jmir_v23i1e17782_fig1.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验