在 COVID-19 大流行期间管理 2 型糖尿病:利用系统文献综述和 Reddit 进行范围界定综述和定性研究。

IF 1.9 Q3 MEDICINE, RESEARCH & EXPERIMENTAL
Meghan S Nagpal, Niloofar Jalali, Diana Sherifali, Plinio P Morita, Joseph A Cafazzo
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引用次数: 0

摘要

背景:COVID-19 大流行影响了人们获取医疗服务的方式,也可能影响了他们管理 2 型糖尿病 (T2D) 等慢性疾病的方式。社交媒体论坛提供了一个定性数据来源,可以从患者的角度了解他们是如何适应的:我们的目标是通过开展范围广泛的文献综述,了解 T2D 患者的求医行为和态度在大流行初期是如何受到影响的。次要目标是将范围综述的结果与流行社交媒体平台 Reddit 上的结果进行比较:方法:在 2021 年进行了一次范围界定文献综述。纳入标准为患有 T2D 的人群,研究以患者为中心,研究目标围绕 COVID-19 大流行期间的健康行为、疾病管理或心理健康结果。排除标准包括:患有其他非传染性疾病的人群、将 COVID-19 作为 T2D 的合并症进行研究、T2D 患者中 COVID-19 的临床治疗、T2D 患者中 COVID-19 的基因表达、灰色文献或非英文发表的研究。通过与其他作者共同审查不确定因素来减少偏差。从研究中提取的数据按主题分类。根据我们的目标,这些类别反映了本研究的结果。下载了 2020 年 3 月至 2021 年 3 月初与 T2D 相关的 Reddit 论坛数据,并使用支持向量机对帖子是否在大流行背景下发布进行了分类。同时还进行了潜在德里希勒分配主题建模,以收集与 COVID-19 大流行相关的讨论主题:本范围文献综述共纳入了在 2020 年 2 月至 9 月期间进行的 26 项研究,共有 13,673 人参与。这些研究均为定性研究,主要依赖于调查或问卷中的定性数据。文献综述中发现的主题包括 "血糖控制较差"、"食用不健康食品增加"、"体育活动减少"、"无法就医 "以及 "压力和焦虑增加"。对 Reddit 论坛的潜在 Dirichlet 分配主题建模的结果是:"应对不良心理健康"、"就医、用药和控制血糖"、"大流行期间改变饮食习惯"、"压力对血糖水平的影响"、"就业和保险状况的变化 "和 "COVID 并发症的风险":从 Reddit 论坛上了解到的讨论主题从整体上反映了大流行对 T2D 患者的影响,与文献综述的结果相当。由于文献综述只有一名审稿人,研究受到了一定的限制,但在出现不确定因素时,可以通过咨询作者来减少偏差。对 Reddit 表格的定性分析可以补充对 T2D 患者行为的传统定性研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Managing Type 2 Diabetes During the COVID-19 Pandemic: Scoping Review and Qualitative Study Using Systematic Literature Review and Reddit.

Background: The COVID-19 pandemic impacted how people accessed health services and likely how they managed chronic conditions such as type 2 diabetes (T2D). Social media forums present a source of qualitative data to understand how adaptation might have occurred from the perspective of the patient.

Objective: Our objective is to understand how the care-seeking behaviors and attitudes of people living with T2D were impacted during the early part of the pandemic by conducting a scoping literature review. A secondary objective is to compare the findings of the scoping review to those presented on a popular social media platform Reddit.

Methods: A scoping review was conducted in 2021. Inclusion criteria were population with T2D, studies are patient-centered, and study objectives are centered around health behaviors, disease management, or mental health outcomes during the COVID-19 pandemic. Exclusion criteria were populations with other noncommunicable diseases, examining COVID-19 as a comorbidity to T2D, clinical treatments for COVID-19 among people living with T2D, genetic expressions of COVID-19 among people living with T2D, gray literature, or studies not published in English. Bias was mitigated by reviewing uncertainties with other authors. Data extracted from the studies were classified into thematic categories. These categories reflect the findings of this study as per our objective. Data from the Reddit forums related to T2D from March 2020 to early March 2021 were downloaded, and support vector machines were used to classify if a post was published in the context of the pandemic. Latent Dirichlet allocation topic modeling was performed to gather topics of discussion specific to the COVID-19 pandemic.

Results: A total of 26 studies conducted between February and September 2020, consisting of 13,673 participants, were included in this scoping literature review. The studies were qualitative and relied mostly on qualitative data from surveys or questionnaires. Themes found from the literature review were "poorer glycemic control," "increased consumption of unhealthy foods," "decreased physical activity," "inability to access medical appointments," and "increased stress and anxiety." Findings from latent Dirichlet allocation topic modeling of Reddit forums were "Coping With Poor Mental Health," "Accessing Doctor & Medications and Controlling Blood Glucose," "Changing Food Habits During Pandemic," "Impact of Stress on Blood Glucose Levels," "Changing Status of Employment & Insurance," and "Risk of COVID Complications."

Conclusions: Topics of discussion gauged from the Reddit forums provide a holistic perspective of the impact of the pandemic on people living with T2D, which were found to be comparable to the findings of the literature review. The study was limited by only having 1 reviewer for the literature review, but biases were mitigated by consulting authors when there were uncertainties. Qualitative analysis of Reddit forms can supplement traditional qualitative studies of the behaviors of people living with T2D.

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来源期刊
Interactive Journal of Medical Research
Interactive Journal of Medical Research MEDICINE, RESEARCH & EXPERIMENTAL-
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