The Impact of an Adaptive mHealth Intervention on Improving Patient-Provider Health Care Communication: Secondary Analysis of the DIAMANTE Trial.

IF 6.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES
Lynn Leng, Marvyn R Arévalo Avalos, Adrian Aguilera, Courtney R Lyles
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引用次数: 0

Abstract

Background: Depression and diabetes are highly comorbid conditions and are significant causes of global disability, particularly among individuals with low income or those from racial or ethnic minority backgrounds. While digital interventions offer promise for managing these chronic conditions (such as via lifestyle modification), there is also emerging evidence suggesting that digital support may strengthen or complement existing health care relationships, particularly by improving patient perceptions of communication and connection with their health care providers.

Objective: This study aimed to examine the impact of an adaptive mobile health (mHealth) texting-based intervention on patient ratings of communication with their health care providers among individuals with diabetes and depressive symptoms.

Methods: This study used data from the DIAMANTE (Diabetes and Mental Health Adaptive Notification Tracking and Evaluation) trial, a prospective, randomized controlled trial that varied SMS text messaging strategies to encourage physical activity to support both mental and physical health for patients with diabetes and depression. Patients were recruited from safety-net clinics in San Francisco and through social media during the COVID-19 pandemic, and were randomized into three trial arms: (1) personalized SMS text messaging about physical activity via an adaptive learning algorithm, (2) randomly selected SMS text messaging about physical activity, and (3) a control group that received no SMS text messages. As a secondary outcome, we examined pre-post changes in patient-reported health care communication, assessed via surveys with the validated Consumer Assessment of Healthcare Providers and Systems (CAHPS) communication subscale. Bivariate comparisons examined changes in CAHPS scores, including age, gender, preferred language, race or ethnicity, nativity, marital status, and education. Our primary analysis used mixed-effects modeling within an intent-to-treat analysis to determine differences in CAHPS scores by trial arm.

Results: A total of 195 patients participated in the DIAMANTE trial from 2020 to 2022. After excluding patients who had incomplete or missing baseline or exit surveys, 156 patients were included in this secondary analysis. Overall, there was a substantive but nonsignificant decrease in the average CAHPS score over the 6-month trial period (-2.6; P=.11), with similar trends across patient demographic subgroups. Upon evaluating health care communication across the three randomized controlled trial (RCT) arms, there were no significant differences in patient-provider communication.

Conclusions: Digital health interventions are rapidly increasing in clinical practice and have the ability to reach historically underserved communities by overcoming barriers such as language, geography, and time constraints. However, RCTs have primarily focused on the clinical impact of these tools, rather than how the tools may impact patients' perceptions of their relationships with providers. While our study found no significant changes in patient-provider communication by RCT arm, the temporal implications of the COVID-19 pandemic during the DIAMANTE study period remain unclear and should be further studied. This study is the first of its kind to examine the influence of an adaptive mHealth intervention on patient-reported health care communication, with insights that may be important as digitally-enabled chronic care management rapidly expands.

Abstract Image

适应性移动医疗干预对改善医患沟通的影响:DIAMANTE试验的二次分析
背景:抑郁症和糖尿病是高度合并症,是全球残疾的重要原因,特别是在低收入或种族或少数民族背景的个人中。虽然数字干预为管理这些慢性病(例如通过改变生活方式)提供了希望,但也有新证据表明,数字支持可以加强或补充现有的卫生保健关系,特别是通过改善患者对与其卫生保健提供者的沟通和联系的看法。目的:本研究旨在研究适应性移动健康(mHealth)短信干预对糖尿病和抑郁症状患者与医疗服务提供者沟通评分的影响。方法:本研究使用了DIAMANTE(糖尿病和心理健康适应性通知跟踪和评估)试验的数据,这是一项前瞻性随机对照试验,该试验采用不同的短信策略来鼓励身体活动,以支持糖尿病和抑郁症患者的身心健康。患者在2019冠状病毒病大流行期间从旧金山的安全网诊所和社交媒体招募,并随机分为三个试验组:(1)通过自适应学习算法个性化发送有关体育活动的短信;(2)随机选择有关体育活动的短信;(3)不接收短信的对照组。作为次要结果,我们检查了患者报告的医疗保健沟通的前后变化,通过有效的医疗保健提供者和系统消费者评估(CAHPS)沟通子量表进行调查评估。双变量比较检查了CAHPS分数的变化,包括年龄、性别、首选语言、种族或民族、出生、婚姻状况和教育程度。我们的主要分析在意向治疗分析中使用混合效应模型来确定试验组CAHPS评分的差异。结果:2020年至2022年,共有195名患者参加了DIAMANTE试验。在排除了基线或退出调查不完整或缺失的患者后,156名患者纳入了这一次要分析。总体而言,在6个月的试验期间,平均CAHPS评分有实质性但不显著的下降(-2.6;P=.11),在患者人口统计亚组中也有类似的趋势。在评估三个随机对照试验(RCT)组的卫生保健沟通后,患者与提供者之间的沟通没有显著差异。结论:数字卫生干预措施在临床实践中迅速增加,并且能够通过克服语言、地理和时间限制等障碍,覆盖历史上服务不足的社区。然而,随机对照试验主要关注这些工具的临床影响,而不是这些工具如何影响患者对他们与提供者关系的看法。虽然我们的研究发现随机对照试验组患者与提供者之间的沟通没有显著变化,但COVID-19大流行在DIAMANTE研究期间的时间影响仍不清楚,应进一步研究。这项研究首次考察了适应性移动医疗干预对患者报告的医疗保健沟通的影响,随着数字化慢性病护理管理的迅速扩展,其见解可能很重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
JMIR mHealth and uHealth
JMIR mHealth and uHealth Medicine-Health Informatics
CiteScore
12.60
自引率
4.00%
发文量
159
审稿时长
10 weeks
期刊介绍: JMIR mHealth and uHealth (JMU, ISSN 2291-5222) is a spin-off journal of JMIR, the leading eHealth journal (Impact Factor 2016: 5.175). JMIR mHealth and uHealth is indexed in PubMed, PubMed Central, and Science Citation Index Expanded (SCIE), and in June 2017 received a stunning inaugural Impact Factor of 4.636. The journal focusses on health and biomedical applications in mobile and tablet computing, pervasive and ubiquitous computing, wearable computing and domotics. JMIR mHealth and uHealth publishes since 2013 and was the first mhealth journal in Pubmed. It publishes even faster and has a broader scope with including papers which are more technical or more formative/developmental than what would be published in the Journal of Medical Internet Research.
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