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The Application of Continuous Glucose Monitoring Endpoints in Clinical Research: Analysis of Trends and Review of Challenges. 连续血糖监测终点在临床研究中的应用:趋势分析与挑战回顾。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2026-03-01 Epub Date: 2024-11-28 DOI: 10.1177/19322968241301800
Andrew Bevan, Graham Ellis, Mona Eskandarian, Davide Garrisi

Introduction: Considerable efforts to standardize continuous glucose monitoring (CGM) have occurred in recent years. The aim was to perform an analysis of clinical studies in clinicaltrials.gov to evaluate trends in CGM endpoint adoption.

Methods: Clinicaltrials.gov was searched for studies of drugs, devices and combination products containing CGM terms posted from 2012 to 2023. 1269 studies were returned and 954 were excluded. 315 studies were divided into two periods (P1 [2012-2017] and P2 [2018-2023]) and differences analyzed using descriptive statistics and two-tailed t tests.

Results: There was a significant 60.3% increase in total clinical studies from P1 (121) to P2 (194). Phase 2 and Phase 3 Studies both saw significant increases of 125.8 and 169.2%, respectively, in P2. Adult-only studies predominated in both periods, with a 40.4% increase in P2. Studies that included pediatric populations, although smaller in number, increased significantly. Most studies were nonindustry-funded, and studies in this category saw a significant 80.0% increase in P2. However, industry-only funded studies also increased significantly by 78.4% in P2 in the same period. Studies of type 1 diabetes (T1DM) and type 2 diabetes (T2DM) increased by 55.8% and 26.9%, respectively, but increases were not statistically significant. Studies of nondiabetes-related indications did increase significantly (233.3%). 27.6% of studies used CGM-derived metrics as primary endpoints (PE). Studies that used time in range (TIR) increased by 222.4% in P2, which was significant. Conversely studies that used mean amplitude of glycemic excursions (MAGE) decreased significantly by 71.3%.

Conclusion: Our data provide evidence of significant increases in the application of CGM endpoints in clinical studies in the last six years, including studies with TIR as the PE. Increases have been driven largely by academia, but our data show that industry is starting to follow suit. The significant increase in studies that included pediatrics is encouraging.

导言:近年来,为实现连续血糖监测(CGM)标准化做出了巨大努力。我们的目的是对 clinicaltrials.gov 中的临床研究进行分析,以评估 CGM 终点采用的趋势:在 Clinicaltrials.gov 中搜索了 2012 年至 2023 年间发布的包含 CGM 术语的药物、设备和组合产品的研究。共检索到 1269 项研究,其中 954 项被排除。315 项研究被分为两个时期(P1 [2012-2017] 和 P2 [2018-2023]),并使用描述性统计和双尾 t 检验分析差异:从 P1(121 项)到 P2(194 项),临床研究总数大幅增加了 60.3%。第 2 期和第 3 期研究在 P2 期分别大幅增加了 125.8% 和 169.2%。这两个阶段的研究均以成人研究为主,P2 增加了 40.4%。包含儿科人群的研究虽然数量较少,但也大幅增加。大多数研究都是非行业资助的,这类研究的 P2 显著增加了 80.0%。不过,仅由行业资助的研究在同期的 P2 也大幅增加了 78.4%。有关 1 型糖尿病 (T1DM) 和 2 型糖尿病 (T2DM) 的研究分别增加了 55.8% 和 26.9%,但增幅在统计学上并不显著。非糖尿病相关适应症的研究确实大幅增加(233.3%)。27.6%的研究将 CGM 衍生指标作为主要终点(PE)。使用范围内时间(TIR)的研究在 P2 中增加了 222.4%,增幅显著。相反,使用血糖偏移平均幅度(MAGE)的研究则显著减少了 71.3%:我们的数据证明,在过去六年中,临床研究中应用 CGM 终点的情况显著增加,包括以 TIR 作为 PE 的研究。这一增长主要是由学术界推动的,但我们的数据显示,工业界也开始效仿。儿科研究的大幅增加令人鼓舞。
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引用次数: 0
2025 Diabetes Technology Meeting Agenda. 2025年糖尿病技术会议议程。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2026-03-01 Epub Date: 2026-01-22 DOI: 10.1177/19322968251411623
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引用次数: 0
Dose Accuracy and Reliability of a Connected Insulin Pen System. 连接胰岛素笔系统的剂量准确性和可靠性。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2026-03-01 Epub Date: 2025-01-29 DOI: 10.1177/19322968241301760
Matthew Backfish, Kimberly Kovalchick, Robert Albert, Myriam Rosilio, Farai Chigutsa, Birong Liao

For people with diabetes on insulin injection therapy, insulin pen dose accuracy and reliability are key features. Dose accuracy of the Tempo PenTM with attached Tempo Smart ButtonTM [Module] (the system) was tested for three doses under standard atmospheric conditions. Reliability and the ability of the Module to detect, store, and transmit dose-related data were also tested. The system met the International Organization for Standardization 11608-1:2014 requirements for dose accuracy at all doses. Mean (standard deviation) doses were 0.010 mL (0.002), 0.299 mL (0.002), and 0.597 mL (0.004) for the 0.010-mL, 0.300-mL, and 0.600-mL doses, respectively. The Module also met requirements for data transfer after every injection. The system accurately delivered doses and reliably captured and stored insulin dosing information.

对于接受胰岛素注射治疗的糖尿病患者,胰岛素笔剂量的准确性和可靠性是关键。在标准大气条件下,对带有Tempo智能按钮(模块)的Tempo PenTM(系统)进行了三次剂量的剂量精度测试。还测试了该模块检测、存储和传输剂量相关数据的可靠性和能力。该系统满足国际标准化组织11608-1:2014对所有剂量剂量准确性的要求。0.010 mL、0.300 mL和0.600 mL剂量的平均(标准差)剂量分别为0.010 mL(0.002)、0.299 mL(0.002)和0.597 mL(0.004)。该模块还满足了每次注入后的数据传输要求。该系统准确地提供剂量,并可靠地捕获和存储胰岛素剂量信息。
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引用次数: 0
Can Digital Technology Revolutionize Continuous Education in Diabetes Care? 数字技术能否彻底改变糖尿病护理中的持续教育?
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2026-03-01 Epub Date: 2024-11-13 DOI: 10.1177/19322968241298000
Nadia Ait-Aissa

Rapid technological advancements, such as artificial intelligence, wearable technologies, and telehealth with remote monitoring, are transforming continuous education for health care providers (HCPs) in diabetes management. These technologies improve patient care and necessitate innovative educational approaches to prepare HCPs for clinical integration. Digital education offers real-time, scalable, and cost-effective solutions, especially in areas with health care workforce shortages. However, the effect of digital education on HCPs' knowledge, skills, attitudes, and patient outcomes remains under-researched and necessitates further study. As technologies advance, achieving precision in diabetes continuous education becomes feasible. The 2024 ADA Standards of Care emphasize early adoption of advanced technologies and proficiency among HCPs. This commentary explores transformative trends, discussing limitations and proposing solutions to revolutionize continuous education in diabetes care.

人工智能、可穿戴技术和远程监控的远程医疗等技术的快速发展正在改变医疗保健提供者(HCP)在糖尿病管理方面的继续教育。这些技术在改善患者护理的同时,也要求采用创新的教育方法,帮助医护人员为临床整合做好准备。数字教育提供了实时、可扩展和具有成本效益的解决方案,尤其是在医疗保健人员短缺的地区。然而,数字化教育对医疗保健人员的知识、技能、态度和患者治疗效果的影响仍未得到充分研究,因此有必要进行进一步研究。随着技术的进步,实现糖尿病持续教育的精确性变得可行。2024 年美国糖尿病协会护理标准》强调尽早采用先进技术,并提高主治医师的熟练程度。本评论探讨了变革趋势,讨论了局限性并提出了解决方案,以彻底改变糖尿病护理中的持续教育。
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引用次数: 0
Continuous Glucose Monitoring in Comorbid Dementia and Diabetes: The Evidence So Far. 老年痴呆症与糖尿病并发症的连续血糖监测:迄今为止的证据
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2026-03-01 Epub Date: 2024-12-18 DOI: 10.1177/19322968241301058
Busra Donat Ergin, Kieran Gadsby-Davis, Katharina Mattishent, Ketan Dhatariya, Nikki Garner, Michael Hornberger

Background: Type 2 diabetes mellitus (T2DM) and dementia are two of the leading chronic diseases in aging and are known to influence each other's disease progression. There is well-established evidence that T2DM increases the risk for cognitive decline and dementia. At the same time, people with cognitive changes or dementia can find it difficult to manage their diabetes, resulting in hyper- or hypoglycemic events which can exacerbate the dementia disease progression further. Monitoring of glucose variability is, therefore, of critical importance during aging and when people with T2DM develop dementia. The advent of continuous glucose monitoring (CGM) has allowed the monitoring of glucose variability in T2DM more closely. The CGM seems to be highly feasible and acceptable to use in older people with T2DM and has been shown to significantly reduce their hypoglycemic events, often resulting in falls. Less is known as to whether CGM can have a similar beneficial effect on people with T2DM who have cognitive impairment or dementia in community or hospital settings.

Aims: The current perspective will explore how CGM has made an impact on T2DM management in older people and those with comorbid cognitive impairment or dementia. We will further explore opportunities and challenges of using CGM in comorbid T2DM and dementia in community and hospital settings.

背景:2型糖尿病(T2DM)和痴呆是两种主要的老龄化慢性疾病,已知它们相互影响疾病进展。有确凿的证据表明,2型糖尿病会增加认知能力下降和痴呆的风险。与此同时,患有认知变化或痴呆症的人可能会发现很难控制自己的糖尿病,从而导致高血糖或低血糖事件,从而进一步加剧痴呆症的进展。因此,监测血糖变异性在衰老和T2DM患者发生痴呆时至关重要。连续血糖监测(CGM)的出现使得更密切地监测T2DM患者的血糖变异性成为可能。在老年T2DM患者中使用CGM似乎是高度可行和可接受的,并且已被证明可以显著减少他们的低血糖事件,通常导致跌倒。至于CGM是否能对社区或医院中有认知障碍或痴呆的2型糖尿病患者产生类似的有益影响,目前尚不清楚。目的:目前的观点将探讨CGM如何对老年人和合并认知障碍或痴呆的T2DM患者的管理产生影响。我们将进一步探讨在社区和医院环境中使用CGM治疗合并T2DM和痴呆的机遇和挑战。
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引用次数: 0
Implementing a Continuous Glucose Monitoring Hospital Discharge Program: Strategies and Best Practices. 实施连续血糖监测出院方案:策略和最佳实践。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2026-03-01 Epub Date: 2025-09-16 DOI: 10.1177/19322968251370754
Nishant Kumar, Amy M Knight, Andrew P Demidowich, Camille F Stanback, Holly Bashura, Qudsia Hussain, Eva H Gonzales, Jordan Funk, Mahsa Motevalli, Mihail Zilbermint

Continuous glucose monitoring (CGM) has become the standard of care for outpatient diabetes management, yet its initiation during hospitalization-particularly at discharge-remains underutilized. The transition from hospital to home presents a unique opportunity to start CGM, educate patients, and improve glycemic outcomes. Although preliminary studies suggest that CGM initiation at discharge can increase time-in-range and reduce hypoglycemia and hospital readmissions, widespread adoption faces several challenges, including therapeutic inertia, patient selection, insurance barriers, and limited implementation guidance. At the time of this writing, CGMs are not yet US Food and Drug Administration-approved for inpatient use, but approval is anticipated. In this article, we present an actionable, stepwise protocol for CGM initiation at hospital discharge, developed by the Council for Clinical Excellence in Inpatient Diabetes at Johns Hopkins Medicine. The protocol includes multidisciplinary coordination, inclusive patient selection, structured education, designation of outpatient follow-up providers, and emphasis on consistent postdischarge care. We address common barriers such as impaired cognition during recovery and device compatibility with imaging studies. While further research is needed to confirm long-term cost-effectiveness and clinical outcomes, we believe our protocol can serve as a practical foundation for hospitals and providers seeking to safely and effectively integrate CGM initiation into discharge workflows.

连续血糖监测(CGM)已成为门诊糖尿病管理的标准护理,但其在住院期间(特别是出院时)的启动仍未得到充分利用。从医院到家庭的转变为开展CGM、教育患者和改善血糖结局提供了一个独特的机会。虽然初步研究表明,在出院时启动CGM可以增加时间范围,减少低血糖和再入院率,但广泛采用面临一些挑战,包括治疗惯性、患者选择、保险障碍和有限的实施指导。在撰写本文时,cgm尚未获得美国食品和药物管理局批准用于住院患者,但预计将获得批准。在这篇文章中,我们提出了一个可操作的,由约翰霍普金斯医学院住院糖尿病临床卓越委员会制定的出院时CGM开始的逐步方案。该方案包括多学科协调,包容性患者选择,结构化教育,指定门诊随访提供者,并强调一致的出院后护理。我们解决了常见的障碍,如恢复过程中的认知障碍和设备与成像研究的兼容性。虽然需要进一步的研究来确认长期的成本效益和临床结果,但我们相信,我们的协议可以作为医院和供应商寻求安全有效地将CGM启动纳入出院工作流程的实用基础。
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引用次数: 0
Impact of Ultra-Rapid Insulin on Boost and Ease-Off in the Cambridge Hybrid Closed-Loop System for Individuals With Type 1 Diabetes. 超快速胰岛素对剑桥混合闭环系统中 1 型糖尿病患者升糖和胰岛素脱落的影响。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2026-03-01 Epub Date: 2024-10-18 DOI: 10.1177/19322968241289963
Chloë Royston, Charlotte Boughton, Munachiso Nwokolo, Rama Lakshman, Sara Hartnell, Malgorzata E Wilinska, Julia Ware, Janet M Allen, Hood Thabit, Julia K Mader, Lia Bally, Lalantha Leelarathna, Mark L Evans, Roman Hovorka

Objective: The objective was to evaluate the safety and efficacy of ultra-rapid-acting insulin with the Boost and Ease-off features of the Cambridge hybrid closed-loop system.

Methods: A secondary analysis of Boost and Ease-off from two double-blind, randomized, crossover hybrid closed-loop studies comparing (1) Fiasp to insulin aspart (n = 25), and (2) Lyumjev to insulin lispro (n = 26) was carried out. Mean glucose on initialization of Boost and Ease-off, change in glucose 60 and 120 minutes after initialization, duration and frequency of use, mean glucose, and time in, above, and below target glucose range were calculated for periods of Boost use, Ease-off use, or neither.

Results: Participants used Boost for longer with Fiasp than insulin aspart (median [interquartile range, IQR] = 75 [53-125] minutes vs 60 [49-75] minutes; P = .01). Mean glucose on Boost initialization with Fiasp was 238 ± 62 mg/dL compared with 218 ± 45 mg/dL with insulin aspart (P = .08). Fiasp use resulted in a greater glucose reduction 120 minutes after Boost initialization [-59 ± 34 mg/dL vs -43 ± 31 mg/dL; P = .02]. There were no statistically significant differences in sensor glucose endpoints during Boost or Ease-off periods between Fiasp and aspart. There were no statistically significant differences during Boost or Ease-off periods when comparing Lyumjev with insulin lispro. There were no safety issues when using Boost and Ease-off with ultra-rapid insulins.

Conclusions: The use of Fiasp and Lyumjev during Boost or Ease-off resulted in comparable safety and efficacy to using insulin aspart and lispro.

目的目的是评估超速效胰岛素与剑桥混合闭环系统的 "促进 "和 "轻松关闭 "功能的安全性和有效性:对两项双盲、随机、交叉混合闭环研究中的 Boost 和 Ease-off 进行了二次分析,比较了 (1) Fiasp 与天冬胰岛素(n = 25)和 (2) Lyumjev 与赖脯胰岛素(n = 26)。计算了使用胰岛素促进剂、胰岛素缓释剂或两者均不使用时,启动胰岛素促进剂和胰岛素缓释剂时的平均血糖、启动胰岛素促进剂 60 分钟和 120 分钟后的血糖变化、使用时间和频率、平均血糖以及在目标血糖范围内、高于目标血糖范围和低于目标血糖范围的时间:结果:与阿斯巴胰岛素相比,参试者在使用 Fiasp 时使用 Boost 的时间更长(中位数 [四分位数间距,IQR] = 75 [53-125] 分钟 vs 60 [49-75] 分钟;P = 0.01)。使用 Fiasp 初始化胰岛素时的平均血糖为 238 ± 62 mg/dL,而使用阿斯巴特胰岛素时为 218 ± 45 mg/dL(P = .08)。使用 Fiasp 后,Boost 初始化 120 分钟后的血糖降低幅度更大 [-59 ± 34 mg/dL vs -43 ± 31 mg/dL; P = .02]。Fiasp 和阿斯巴特在启动期或缓解期的传感器血糖终点差异无统计学意义。Lyumjev与lispro胰岛素相比,在升糖期或停药期的传感器血糖终点没有明显的统计学差异。在使用超快速胰岛素的 "启动期 "和 "逸停期 "时,不存在安全问题:结论:在 "启动期 "或 "停药期 "使用 Fiasp 和 Lyumjev 与使用天冬胰岛素和赖脯胰岛素的安全性和疗效相当。
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引用次数: 0
Analysis of "Dose Accuracy and Reliability of a Connected Insulin Pen System". “联网胰岛素笔系统的剂量准确性和可靠性”分析。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2026-03-01 Epub Date: 2025-01-25 DOI: 10.1177/19322968251314522
Jane Jeffrie Seley

In an article in the Journal of Diabetes Science and Technology, Backfish and coauthors examined the dose accuracy and reliability of the Tempo Pen and Tempo Smart Button connected insulin pen system. This study sponsored by Eli Lilly and Company found that this system met the International Organization for Standardization 11608-1:2014 requirements for dose accuracy at a range of doses, as well as the data transfer requirements after all injections. While these results are very encouraging, they were based on simulated human factors data while data from a human factors validation study where individuals successfully dialed and administered correct doses was not reported. There is a need for further studies in a variety of populations that would greatly benefit from this enhanced insulin pen technology to facilitate optimization of dose adjustments based on accurate and reliable insulin dosing data.

在《糖尿病科学与技术杂志》上的一篇文章中,Backfish和合著者研究了Tempo Pen和Tempo Smart Button连接的胰岛素笔系统的剂量准确性和可靠性。这项由礼来公司赞助的研究发现,该系统符合国际标准化组织11608-1:2014在剂量范围内的剂量准确性要求,以及所有注射后的数据传输要求。虽然这些结果非常令人鼓舞,但它们是基于模拟的人为因素数据,而来自人为因素验证研究的数据没有报告,其中个人成功拨打并给予正确的剂量。需要在各种人群中进行进一步的研究,这些人群将极大地受益于这种增强型胰岛素笔技术,以促进基于准确可靠的胰岛素给药数据的剂量调整优化。
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引用次数: 0
Continuous Glucose Monitoring and Maternal and Neonatal Morbidity in Pregnant People With Type 1 Diabetes. 妊娠1型糖尿病患者持续血糖监测与孕产妇和新生儿发病率
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2026-03-01 Epub Date: 2025-11-04 DOI: 10.1177/19322968251388119
Stephanie A Fisher, Jacopo Pavan, María F Villa-Tamayo, Chiara Fabris, Natalie E Conboy, Charlotte Niznik, Lynn M Yee, Marcela Moscoso-Vasquez, Annanda Fernandes Moura B Batista, Michael A Kohn, Emily Kobayashi, Amit R Majithia, Jingtong Huang, Tiffany Tian, Rachel E Aaron, David Klonoff

Introduction: Prior studies have not identified if continuous glucose monitoring (CGM) metrics at a critical gestational age window can discriminate risk of adverse pregnancy outcomes. We evaluated late second- and third-trimester CGM metrics by gestational age associated with pregnancy outcomes in gravidas with type 1 diabetes (T1DM).

Methods: Dexcom G6 CGM data from a retrospective cohort of singleton gestations with T1DM (2018-2022) at an academic medical center were analyzed. Time in, above, and below range 63 to 140 mg/dL (TIR, TAR, TBR), glycemic variability, and mean glucose concentration were computed in two-week CGM intervals from 240 to 396 weeksdays. Adverse pregnancy outcomes were hypertensive disorders of pregnancy (HDP), large-for-gestational age (LGA), and neonatal hypoglycemia. Linear mixed-effects models were fitted on CGM metrics computed from two-week CGM intervals, with gestational age, adverse pregnancy outcomes (i.e. presence/absence of HDP, LGA, and/or neonatal hypoglycemia), and their interaction as fixed effects.

Results: In 87 gravidas with preconception median hemoglobin A1c 6.5% (IQR 6.0, 7.1) and maternal body mass index 24.8 kg/m2 (IQR 21.9, 27.1), 71% had at least one adverse pregnancy outcome. Between weeks 240 and 376, gravidas with HDP had higher TAR and mean glucose and lower TIR (P < .05). Gravidas with LGA had lower TBR between weeks 240 and 356. TIR, TAR, and mean glucose evolution differed by HDP status, with greatest divergence between groups at 280 to 296 weeks' gestation (P ≤ .001).

Conclusion: CGM metrics in the late second to early third trimester, a period of peak insulin resistance, may help to distinguish risk of HDP and LGA in gravidas with T1DM.

先前的研究尚未确定在关键胎龄窗口持续血糖监测(CGM)指标是否可以区分不良妊娠结局的风险。我们评估了妊娠中期晚期和妊娠晚期CGM指标与1型糖尿病(T1DM)孕妇妊娠结局的相关性。方法:对某学术医疗中心单胎妊娠T1DM回顾性队列(2018-2022)的Dexcom G6 CGM数据进行分析。从240到396个星期,以两周的CGM间隔计算在63到140 mg/dL (TIR, TAR, TBR),以上和以下范围内的时间,血糖变异性和平均葡萄糖浓度。不良妊娠结局为妊娠高血压疾病(HDP)、大胎龄(LGA)和新生儿低血糖。线性混合效应模型拟合从两周CGM间隔计算的CGM指标,包括胎龄、不良妊娠结局(即是否存在HDP、LGA和/或新生儿低血糖),以及它们的相互作用作为固定效应。结果:87例孕前中位血红蛋白A1c为6.5% (IQR为6.0,7.1),产妇体重指数为24.8 kg/m2 (IQR为21.9,27.1)的孕妇中,71%发生至少一种不良妊娠结局。在第240周至第376周,HDP孕妇的TAR和平均血糖升高,TIR降低(P < 0.05)。LGA孕妇在第240周至第356周的TBR较低。TIR、TAR和平均葡萄糖进化因HDP状态而异,在妊娠280 ~ 296周组间差异最大(P≤0.001)。结论:妊娠中期晚期至妊娠晚期(胰岛素抵抗高峰时期)的CGM指标可能有助于区分T1DM孕妇HDP和LGA的风险。
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引用次数: 0
Corrigendum to "How the Diabetes Research Hub Will Modernize and Enhance Diabetes Data Utilization". “糖尿病研究中心如何现代化并提高糖尿病数据利用”的更正。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2026-03-01 Epub Date: 2025-01-30 DOI: 10.1177/19322968251317190
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引用次数: 0
期刊
Journal of Diabetes Science and Technology
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