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The Emotional Impact of Negative Language in People With Diabetes: A Descriptive Study Using a Semantic Differential Scale. 负面语言对糖尿病患者情绪的影响:使用语义差异量表的描述性研究
Pub Date : 2023-06-01 Epub Date: 2023-04-13 DOI: 10.1177/26350106231168326
Jane K Dickinson, Susan J Guzman, Jennalee S Wooldridge

Purpose: Explore the emotional experience of people with diabetes as they encounter words and phrases that have been previously identified as problematic and evaluate potential differences in their emotional impact based on type of diabetes and demographic characteristics.

Methods: A cross-sectional descriptive study employing an online survey of 107 adults with type 1 diabetes and 110 adults with type 2 diabetes. A semantic differential scale was used to examine feeling states associated with negative diabetes language. Descriptive statistics including means, standard deviations, and frequencies were calculated for all study variables. For each target word, frequencies of participants who endorsed a positive, neutral, or negative affective response on the sematic differential scale are reported.

Results: People with diabetes reported feeling blamed, misunderstood, hopeless, judged, not motivated, and not trusting in response to "noncompliant," "unmotivated," "in denial," "preventable," "failed," "should," "uncontrolled," "what did you do wrong," and "you could end up blind or on dialysis." Participants who have type 1 diabetes and are female, White, more educated, and younger reported more negative feelings about the target words.

Conclusion: People with diabetes experience highly negative affective responses when they read and hear previously identified words and phrases considered to be judgmental and unhelpful.

目的:探讨糖尿病患者在遇到以前被认定为有问题的单词和短语时的情绪体验,并评估这些单词和短语对糖尿病类型和人口特征的情绪影响的潜在差异:这是一项横断面描述性研究,对 107 名 1 型糖尿病成人患者和 110 名 2 型糖尿病成人患者进行了在线调查。采用语义差异量表来研究与糖尿病负面语言相关的感觉状态。对所有研究变量进行了描述性统计,包括平均值、标准差和频率。对于每个目标词,报告了参与者在语义差异量表中赞同积极、中性或消极情感反应的频率:结果:糖尿病患者在回答 "不遵守"、"不积极"、"否认"、"可预防"、"失败"、"应该"、"失控"、"你做错了什么 "和 "你可能最终失明或接受透析 "时,表示感到自责、被误解、绝望、被评判、没有动力和不信任。1型糖尿病患者中,女性、白人、受教育程度较高和年轻的人对目标词的负面情绪更多:结论:糖尿病患者在阅读和听到之前识别出的被认为具有评判性和无益性的词语和短语时,会产生非常负面的情绪反应。
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引用次数: 0
Investigating Racial and Ethnic Differences in Diabetes Self-Management Education Among Adults With Diabetes. 调查糖尿病成人自我管理教育的种族差异。
Pub Date : 2023-06-01 DOI: 10.1177/26350106231169693
Samuel Akyirem, Elizabeth Choa, Hermine Poghosyan

Purpose: The purpose of this study was to examine racial and ethnic differences in diabetes self-management education (DSME) participation among adults with diabetes.

Methods: Population-based, cross-sectional data from the 2020 Behavioral Risk Factor Surveillance System diabetes module were analyzed. Study cohort included 9881 adults age 18 years or older with self-reported diabetes living in 11 US states, Washington, DC, and Puerto Rico. The outcome variable was participation in DSME. Weighted descriptive statistics and multivariable logistic regression were computed to investigate the association between race and ethnicity and participation in DSME, adjusting for self-reported social determinants of health factors (eg, sex, education, employment, health insurance).

Results: Overall, 19.3% self-identified as non-Hispanic Black, 16.5% as Hispanic, and 59.9% as non-Hispanic White. Of participants, 44.3% were between 66 and 80 years old, and 50.4% were women. Half (50.1%) reported participating in DSME, and 78.5% had seen clinicians for diabetes-related care 1 to 5 times in the past year. Hispanic participants were less likely to report participation in DSME (28.5%) compared to non-Hispanic Black (60.3%) and non-Hispanic White (53.4%) participants (P < .001). Adults with diabetes who were less likely to participate in DSME tend to be unmarried, have high school or lower-level education, and not exercise regularly.

Conclusions: Racial and ethnic differences exist in DSME participation. Because DSME has been shown to improve diabetes outcomes, there is a need to develop strategies promoting equity in DSME participation, particularly among Hispanic populations, to reduce health disparities in diabetes care.

目的:本研究的目的是检查糖尿病成年人参与糖尿病自我管理教育(DSME)的种族和民族差异。方法:对2020年行为风险因素监测系统糖尿病模块中基于人群的横断面数据进行分析。研究队列包括9881名自我报告患有糖尿病的18岁或以上的成年人,他们生活在美国11个州、华盛顿特区和波多黎各。结果变量为参与DSME。计算加权描述性统计和多变量逻辑回归来调查种族和民族与参与DSME之间的关系,调整自我报告的健康因素的社会决定因素(例如,性别、教育、就业、健康保险)。结果:总体而言,19.3%的人自认为是非西班牙裔黑人,16.5%的人自认为是非西班牙裔白人,59.9%的人自认为是非西班牙裔白人。在参与者中,44.3%的人年龄在66岁到80岁之间,50.4%是女性。一半(50.1%)的人报告参加了DSME, 78.5%的人在过去一年中曾因糖尿病相关护理与临床医生会面1至5次。与非西班牙裔黑人(60.3%)和非西班牙裔白人(53.4%)参与者相比,西班牙裔参与者报告参与DSME的可能性(28.5%)较小(P结论:DSME参与存在种族和民族差异。由于DSME已被证明可以改善糖尿病预后,因此有必要制定促进DSME公平参与的策略,特别是在西班牙裔人群中,以减少糖尿病护理中的健康差异。
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引用次数: 0
Patient-Reported Usefulness and Challenges in Using Hypoglycemia-Informing Features of Continuous Glucose Monitors to Manage Hypoglycemia. 使用连续式血糖监测仪的低血糖提示功能来管理低血糖症的患者报告有用性和挑战。
Pub Date : 2023-06-01 Epub Date: 2023-04-22 DOI: 10.1177/26350106231168859
Yu Kuei Lin, Annika Agni, Samantha Chuisano, Michael D Fetters, Martha Funnell, Rodica Pop-Busui, Melissa J DeJonckheere

Purpose: The purpose of this study series, which involves a questionnaire survey and qualitative interviews, was to (a) evaluate patient-reported usefulness of continuous glucose monitor (CGM) hypoglycemia-informing features and (b) identify challenges in using these features (ie, CGM glucose numbers, trend arrows, trend graphs, and hypoglycemia alarms) during hypoglycemia in adults with type 1 diabetes (T1DM).

Methods: A cross-sectional questionnaire survey study was conducted with adults who have T1DM and were using CGMs to assess the perceived usefulness of hypoglycemia-informing features. A semistructured interview study with T1DM CGM-using adults and inductive thematic analysis were subsequently performed to identify challenges in using CGM hypoglycemia-informing features to manage hypoglycemia.

Results: In the survey study (N = 252), the CGM glucose numbers, trend arrows, trend graphs, and hypoglycemia alarms were found to be very useful by 79%, 70%, 43%, and 64% of participants, respectively. Several challenges in using these features to manage hypoglycemia were identified in the qualitative study (N = 23): (1) hypoglycemia information not fully reliable,; (2) unpredictability of future blood glucose levels, (3) lack of awareness about how information can be used, and (4) disruptions associated with information.

Conclusions: Although the majority of T1DM adults found their CGMs' hypoglycemia-informing features helpful, challenges in optimally using these features persisted. Targeted knowledge and behavioral interventions could improve CGM use to reduce hypoglycemia.

目的:本系列研究包括问卷调查和定性访谈,旨在(a)评估患者报告的连续血糖监测仪(CGM)低血糖提示功能的有用性;(b)确定 1 型糖尿病(T1DM)成人患者在低血糖期间使用这些功能(即 CGM 血糖数字、趋势箭头、趋势图和低血糖警报)时遇到的挑战:对使用 CGM 的 1 型糖尿病成人患者进行了横断面问卷调查,以评估低血糖提示功能的有用性。随后,对使用 CGM 的 T1DM 成年人进行了半结构式访谈研究,并进行了归纳主题分析,以确定使用 CGM 低血糖提示功能来管理低血糖所面临的挑战:在调查研究中(N = 252),分别有 79%、70%、43% 和 64% 的参与者认为 CGM 血糖数字、趋势箭头、趋势图和低血糖警报非常有用。定性研究(N = 23)发现了使用这些功能管理低血糖的几个挑战:(1)低血糖信息不完全可靠;(2)未来血糖水平的不可预测性;(3)缺乏对如何使用信息的认识;以及(4)与信息相关的干扰:尽管大多数 T1DM 成人认为 CGM 的低血糖提示功能很有帮助,但在最佳使用这些功能方面仍然存在挑战。有针对性的知识和行为干预可以改善 CGM 的使用,从而减少低血糖的发生。
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引用次数: 0
Comparison of Care Provided to Underserved Patients With Diabetes by a Telementoring Model of Care to Care Provided by a Specialty Clinic: Endo ECHO Versus an Academic Specialty Clinic. 远程监护模式与专科诊所提供的护理对服务不足的糖尿病患者的比较:远藤ECHO与学术专科诊所。
Pub Date : 2023-06-01 DOI: 10.1177/26350106231169245
Carolyn A Berry, Andrea Dávila Saad, Saul Blecker, John Billings, Matthew F Bouchonville, Sanjeev Arora, Margaret M Paul

Purpose: The purpose of the study was to examine differences among adult patients with diabetes who receive care through a telementoring model versus care at an academic specialty clinic on guideline-recommended diabetes care and self-management behaviors.

Methods: Endocrinology-focused Extension for Community Healthcare Outcomes (ECHO Endo) patients completed surveys assessing demographics, access to care, health care quality, and self-management behaviors at enrollment and 1 year after program enrollment. Diabetes Comprehensive Care Center (DCCC) patients completed surveys at comparable time points.

Results: At baseline, ECHO patients were less likely than DCCC patients to identify English as their primary language, have postsecondary education, and private insurance. One year postenrollment, ECHO patients visited their usual source of diabetic care more frequently. There were no differences in A1C testing or feet checking by health care professionals, but ECHO patients were less likely to report eye exams and smoking status assessment. ECHO and DCCC patients did not differ in consumption of high-fat foods and soda, physical activity, or home feet checks. ECHO patients were less likely to space carbohydrates evenly and test glucose levels and more likely to have smoked cigarettes.

Conclusions: Endo ECHO is a suitable alternative to specialty care for patients in underserved communities with restricted access to specialty care. Results support the value of the Project ECHO telementoring model in addressing barriers to high-quality care for underserved communities.

目的:本研究的目的是检查接受远程监护模式护理的成年糖尿病患者与接受学术专科诊所护理的糖尿病患者在指南推荐的糖尿病护理和自我管理行为方面的差异。方法:以内分泌学为重点的社区卫生保健结果扩展(ECHO Endo)患者完成了在入组时和入组后1年的人口统计、护理可及性、卫生保健质量和自我管理行为的调查。糖尿病综合护理中心(DCCC)的患者在可比较的时间点完成调查。结果:在基线时,ECHO患者比DCCC患者更不可能以英语为主要语言,接受高等教育和私人保险。入组一年后,ECHO患者更频繁地访问他们通常的糖尿病护理来源。医护人员进行的A1C检测和足部检查没有差异,但ECHO患者报告眼科检查和吸烟状况评估的可能性较低。ECHO和DCCC患者在高脂肪食物和苏打水的摄入量、身体活动或足部检查方面没有差异。ECHO患者不太可能均匀地分配碳水化合物和测试葡萄糖水平,更有可能吸烟。结论:远藤回声是一个合适的替代专科护理的患者在服务不足的社区限制获得专科护理。结果支持了Project ECHO远程监控模式在解决服务不足社区获得高质量护理的障碍方面的价值。
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引用次数: 0
The Influence of Patient Participation on Satisfaction and Compliance 患者参与对满意度和依从性的影响
Pub Date : 2023-04-25 DOI: 10.1177/263501068901500201
Kathryn Rost
This investigation tested how patients’ participation in the medical visit is related to their satisfaction and subsequent adherence. Thirty random samples of audiotaped dialogue were used to const...
本调查测试了患者参与医疗访问与他们的满意度和随后的依从性之间的关系。30个随机的对话录音样本被用来测试……
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引用次数: 0
Thank You and Welcome to New Editorial Advisory Board Members. 谢谢大家,欢迎加入编辑顾问委员会。
Pub Date : 2023-04-01 DOI: 10.1177/26350106231164576
James A Fain
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引用次数: 0
Influence of Diabetes Mellitus on Oncological Outcomes for Patients Living With Cancer. 糖尿病对癌症患者肿瘤预后的影响
Pub Date : 2023-04-01 DOI: 10.1177/26350106231153073
Lara Murphy, Diana Sherifali, Muhammad Usman Ali, Sarah Ibrahim

Purpose: The purpose of this meta-analysis was to examine the association between preexisting diabetes in persons living with cancer on diabetes and oncology-related health outcomes. Understanding this association is of priority because the incidence of both cancer and diabetes mellitus is increasing worldwide.

Methods: A comprehensive review of the literature was conducted in collaboration with an expert health sciences librarian. Two authors independently conducted the screening, data collection, and extraction processes. The risk of bias was assessed using several tools, depending on the study design. Relative risks with 95% confidence intervals were calculated. The alpha threshold was 0.05. All analyses were performed using R statistical software (Metaphor and Demeter packages).

Results: A total of 45 studies met the selection criteria, but 23 were excluded from the synthesis because they did not have the ranked outcome or correct comparison (persons with and without diabetes), totaling 22 studies included in the meta-analysis. In comparison to participants without preexisting diabetes, participants with preexisting diabetes and cancer were found to have a significantly higher risk of infection and cardiovascular, neurological, gastrointestinal, hepatic, and renal complications. Concurrent preexisting diabetes and cancer were also associated with increased health care service utilization and length of hospital stay.

Conclusion: The findings from this review highlight the importance of optimal concurrent management of both diseases by overcoming the compartmentalization of medical specializations through (1) integrated, multidisciplinary, shared, and coordinated clinical care pathways between oncology and diabetes health care providers/teams and (2) the continued development of evidence-based clinical guidelines.

目的:本荟萃分析的目的是研究糖尿病患者既往存在的糖尿病与肿瘤相关健康结局之间的关系。了解这种关联是当务之急,因为癌症和糖尿病的发病率在世界范围内都在增加。方法:与健康科学图书馆专家合作,对文献进行全面的回顾。两位作者独立进行了筛选、数据收集和提取过程。根据研究设计,使用多种工具评估偏倚风险。以95%置信区间计算相对风险。alpha阈值为0.05。所有分析均使用R统计软件(Metaphor和Demeter软件包)进行。结果:共有45项研究符合选择标准,但有23项研究被排除在综合研究之外,因为它们没有排名结果或正确的比较(有和没有糖尿病的人),总共22项研究被纳入meta分析。与没有糖尿病病史的参与者相比,有糖尿病和癌症病史的参与者感染心血管、神经系统、胃肠道、肝脏和肾脏并发症的风险明显更高。同时存在的糖尿病和癌症也与医疗保健服务利用率和住院时间的增加有关。结论:本综述的研究结果强调了两种疾病的最佳并发管理的重要性,通过(1)肿瘤和糖尿病医疗保健提供者/团队之间的综合、多学科、共享和协调的临床护理途径来克服医学专业的划分;(2)循证临床指南的持续发展。
{"title":"Influence of Diabetes Mellitus on Oncological Outcomes for Patients Living With Cancer.","authors":"Lara Murphy,&nbsp;Diana Sherifali,&nbsp;Muhammad Usman Ali,&nbsp;Sarah Ibrahim","doi":"10.1177/26350106231153073","DOIUrl":"https://doi.org/10.1177/26350106231153073","url":null,"abstract":"<p><strong>Purpose: </strong>The purpose of this meta-analysis was to examine the association between preexisting diabetes in persons living with cancer on diabetes and oncology-related health outcomes. Understanding this association is of priority because the incidence of both cancer and diabetes mellitus is increasing worldwide.</p><p><strong>Methods: </strong>A comprehensive review of the literature was conducted in collaboration with an expert health sciences librarian. Two authors independently conducted the screening, data collection, and extraction processes. The risk of bias was assessed using several tools, depending on the study design. Relative risks with 95% confidence intervals were calculated. The alpha threshold was 0.05. All analyses were performed using R statistical software (Metaphor and Demeter packages).</p><p><strong>Results: </strong>A total of 45 studies met the selection criteria, but 23 were excluded from the synthesis because they did not have the ranked outcome or correct comparison (persons with and without diabetes), totaling 22 studies included in the meta-analysis. In comparison to participants without preexisting diabetes, participants with preexisting diabetes and cancer were found to have a significantly higher risk of infection and cardiovascular, neurological, gastrointestinal, hepatic, and renal complications. Concurrent preexisting diabetes and cancer were also associated with increased health care service utilization and length of hospital stay.</p><p><strong>Conclusion: </strong>The findings from this review highlight the importance of optimal concurrent management of both diseases by overcoming the compartmentalization of medical specializations through (1) integrated, multidisciplinary, shared, and coordinated clinical care pathways between oncology and diabetes health care providers/teams and (2) the continued development of evidence-based clinical guidelines.</p>","PeriodicalId":75187,"journal":{"name":"The science of diabetes self-management and care","volume":"49 2","pages":"163-179"},"PeriodicalIF":0.0,"publicationDate":"2023-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/ca/68/10.1177_26350106231153073.PMC10084523.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9333548","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
The Diabetes Tune-Up Group: A Multidisciplinary Approach to Improve Diabetes Distress and A1C Among Adults With Type 1 and Type 2 Diabetes. 糖尿病调整组:改善成人1型和2型糖尿病患者糖尿病窘迫和糖化血红蛋白的多学科方法
Pub Date : 2023-04-01 DOI: 10.1177/26350106231151405
Mary de Groot, Barbara A Myers, Lauren Baker, Elizabeth Daily, Melissa Cavaghan

Purpose: The purpose of this study was to assess the feasibility of delivering the Diabetes Tune-Up Group (DTU), a cognitive-behavioral-therapy-based (CBT) multidisciplinary intervention for adults with diabetes distress and elevated A1C using a group in-person delivery format.

Methods: The DTU intervention consisted of 6 weekly group sessions (90 minutes in duration per session). The groups were cofacilitated by a diabetes care and education specialist (DCES) and a master's-level clinical psychology trainee. The intervention integrated CBT with patient-centered diabetes education. Using a pre/post study design, participants completed assessments at baseline, post-intervention, and 3 months following the intervention.

Results: The sample consisted of 29 adults with type 1 diabetes (N = 8) or type 2 diabetes (N = 21) who were predominantly female (79%), White (59%), and educated (56% with a college degree or greater). Participants attended 131 total sessions out of 174 possible sessions, for an overall attendance rate of 75.3%. At 3-month follow-up, significant improvements were observed in A1C values (mean decrease = 0.39%). Diabetes distress improved significantly from baseline (mean = 3.44, SD = 0.68) to post-intervention (mean = 2.94, SD = 0.68), and 3-month follow-up (mean = 2.55, SD = 0.75). Significant improvements were also observed in diabetes self-efficacy from baseline to post-intervention and at 3-month follow-up.

Conclusions: This group-based, multidisciplinary intervention resulted in improvements in A1C, diabetes distress, and patient self-efficacy in caring for diabetes. Future studies to validate this intervention approach across settings and delivery platforms are needed.

目的:本研究的目的是评估糖尿病调整组(DTU)的可行性,DTU是一种基于认知行为治疗(CBT)的多学科干预,用于治疗糖尿病困扰和A1C升高的成年人,采用小组面对面交付的形式。方法:DTU干预包括6个每周小组会议(每次会议持续时间90分钟)。这些小组由一位糖尿病护理和教育专家(DCES)和一位硕士水平的临床心理学实习生共同指导。干预将CBT与以患者为中心的糖尿病教育相结合。采用前后研究设计,参与者在基线、干预后和干预后3个月完成评估。结果:样本包括29名患有1型糖尿病(N = 8)或2型糖尿病(N = 21)的成年人,主要是女性(79%),白人(59%)和受过教育(56%具有大学或更高学位)。在174个可能的会议中,参与者共参加了131个会议,总体出席率为75.3%。在3个月的随访中,A1C值显著改善(平均下降0.39%)。从基线(平均= 3.44,SD = 0.68)到干预后(平均= 2.94,SD = 0.68),以及3个月的随访(平均= 2.55,SD = 0.75),糖尿病困扰显著改善。从基线到干预后和3个月随访,糖尿病自我效能也有显著改善。结论:这种以组为基础的多学科干预可改善A1C、糖尿病窘迫和患者在糖尿病护理方面的自我效能。未来的研究需要跨环境和交付平台验证这种干预方法。
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引用次数: 0
Dissatisfaction of Out-of-Pocket Costs and Problems Paying Medical Bills Among Medicare Beneficiaries With Type 2 Diabetes. 医疗保险受益人中2型糖尿病患者对自付费用的不满和支付医疗费用的问题。
Pub Date : 2023-04-01 DOI: 10.1177/26350106231163516
Boon Peng Ng, Morgan P Stewart, Seoyon Kwon, Georgianne Tiu Hawkins, Chanhyun Park

Purpose: The purpose of the study was to examine the relationship between satisfaction of Medicare coverage for out-of-pocket costs and problems paying medical bills among Medicare beneficiaries with type 2 diabetes.

Methods: The 2019 Medicare Current Beneficiary Survey Public Use File, a nationally representative sample of Medicare beneficiaries aged ≥65 years with type 2 diabetes, was analyzed (n = 2178). A survey-weighted multivariable logit regression model was conducted to examine the association between satisfaction of Medicare coverage for out-of-pocket costs and problems paying medical bills, adjusted for sociodemographics and comorbidities.

Results: Among study beneficiaries, 12.6% reported problems paying medical bills. Among those with and without problems paying medical bills, 59.5% and 12.8%, respectively, were dissatisfied with out-of-pocket costs. In the multivariable analysis, beneficiaries who were dissatisfied with out-of-pocket costs were more likely to report problems paying medical bills than those who were satisfied. Younger beneficiaries, beneficiaries with lower incomes, those with functional limitations, and those with multiple comorbidities were more likely to report problems paying medical bills.

Conclusions: Despite having health care coverage, more than one-tenth of Medicare beneficiaries with type 2 diabetes reported problems paying medical bills, which raises concerns about delaying or forgoing needed medical care due to unaffordability. Screenings and targeted interventions that identify and reduce financial hardships associated with out-of-pocket costs should be prioritized.

目的:本研究的目的是研究医疗保险受益人对自费医疗费用的满意度与2型糖尿病患者支付医疗费用的问题之间的关系。方法:分析2019年医疗保险当前受益人调查公共使用文件,这是一个具有全国代表性的年龄≥65岁的2型糖尿病医疗保险受益人样本(n = 2178)。采用调查加权的多变量logit回归模型来检验医疗保险自付费用覆盖率满意度与支付医疗账单问题之间的关系,并根据社会人口统计学和合并症进行调整。结果:在研究受益人中,12.6%的人报告在支付医疗费用方面存在问题。在支付医药费有问题和没有问题的人中,分别有59.5%和12.8%的人对自付医药费不满意。在多变量分析中,对自付费用不满意的受益人比满意的受益人更有可能报告支付医疗账单的问题。年轻的受益人、收入较低的受益人、有功能限制的受益人以及有多种合并症的受益人更有可能报告在支付医疗费用方面存在问题。结论:尽管有医疗保险,但超过十分之一的2型糖尿病医疗保险受益人报告在支付医疗费用方面存在问题,这引起了人们对由于负担不起而推迟或放弃所需医疗服务的担忧。应优先进行筛查和有针对性的干预,以确定和减少与自付费用有关的经济困难。
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引用次数: 1
A Text-Mining Analysis to Examine Dominant Sources of Online Information and Content on Continuous Glucose Monitors. 通过文本挖掘分析研究连续式血糖监测仪在线信息和内容的主要来源。
Pub Date : 2023-04-01 Epub Date: 2023-03-10 DOI: 10.1177/26350106231158828
Elizabeth M Heitkemper, Gary B Wilcox, Julie Zuñiga, Miyong T Kim, Heather Cuevas

Purpose: The purpose of this study is to use text-mining methods to examine the dominant sources of online information and content about continuous glucose monitors (CGMs). Because the internet is the most popular source for health information, it is important to understand what is being said about CGMs in online sources of information.

Methods: A text miner, algorithmic-driven statistical program was used to identify the main sources of online information and topics on CGMs. Content was limited to English and was posted from August 1, 2020, to August 4, 2022. Using Brandwatch software, 17 940 messages were identified. After cleaning, there were 10 677 messages in final analyses conducted using SAS Text Miner V.12.1 software.

Results: The analysis identified 20 topics that formed 7 themes. Results show that most online information comes from news sources and focuses on the general benefits of CGM use. Beneficial aspects ranged from improvements in self-management behaviors, cost, and glucose levels. None of the themes mentioned changes to practice, research, or policies related to CGM.

Conclusions: To improve diffusion of information and innovations going forward, novel ways of information sharing should be explored, such as diabetes specialist, provider, and researcher engagement in social media and digital storytelling.

目的:本研究的目的是使用文本挖掘方法来研究有关持续葡萄糖监测仪(CGMs)的主要在线信息和内容来源。由于互联网是最流行的健康信息来源,因此了解在线信息来源中有关 CGM 的内容非常重要:方法:使用文本挖掘机、算法驱动的统计程序来确定有关 CGM 的主要在线信息来源和主题。内容仅限于英语,发布时间为 2020 年 8 月 1 日至 2022 年 8 月 4 日。通过使用 Brandwatch 软件,共识别出 17 940 条信息。经过清理,共有 10 677 条信息使用 SAS Text Miner V.12.1 软件进行了最终分析:分析确定了 20 个主题,形成了 7 个主题。结果表明,大多数在线信息来自新闻来源,侧重于 CGM 使用的一般益处。益处包括自我管理行为、成本和血糖水平的改善。没有一个主题提到与 CGM 相关的实践、研究或政策的变化:为改善信息传播和创新,应探索新的信息共享方式,如糖尿病专家、医疗服务提供者和研究人员参与社交媒体和数字故事。
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引用次数: 0
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The science of diabetes self-management and care
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