Department of Management Science and Engineering, Stanford University School of Engineering, Stanford, California, USA.
Department of Computer Science, Stanford University School of Engineering, Stanford, California, USA.
Pediatr Diabetes. 2021 Nov;22(7):982-991. doi: 10.1111/pedi.13256. Epub 2021 Sep 1.
To develop and scale algorithm-enabled patient prioritization to improve population-level management of type 1 diabetes (T1D) in a pediatric clinic with fixed resources, using telemedicine and remote monitoring of patients via continuous glucose monitor (CGM) data review.
We adapted consensus glucose targets for T1D patients using CGM to identify interpretable clinical criteria to prioritize patients for weekly provider review. The criteria were constructed to manage the number of patients reviewed weekly and identify patients who most needed provider contact. We developed an interactive dashboard to display CGM data relevant for the patients prioritized for review.
The introduction of the new criteria and interactive dashboard was associated with a 60% reduction in the mean time spent by diabetes team members who remotely and asynchronously reviewed patient data and contacted patients, from 3.2 ± 0.20 to 1.3 ± 0.24 min per patient per week. Given fixed resources for review, this corresponded to an estimated 147% increase in weekly clinic capacity. Patients who qualified for and received remote review (n = 58) have associated 8.8 percentage points (pp) (95% CI = 0.6-16.9 pp) greater time-in-range (70-180 mg/dl) glucoses compared to 25 control patients who did not qualify at 12 months after T1D onset.
An algorithm-enabled prioritization of T1D patients with CGM for asynchronous remote review reduced provider time spent per patient and was associated with improved time-in-range.
利用远程医疗和通过连续血糖监测 (CGM) 数据审查对患者进行远程监测,开发并扩展算法驱动的患者优先级排序,以改善资源固定的儿科诊所中 1 型糖尿病 (T1D) 的人群管理。
我们使用 CGM 为 T1D 患者调整了共识血糖目标,以确定可解释的临床标准,以便将患者优先进行每周的医生审查。这些标准的构建旨在管理每周审查的患者数量,并确定最需要医生联系的患者。我们开发了一个交互式仪表板,以显示为审查而优先的患者的 CGM 数据。
新的标准和交互式仪表板的引入与远程和异步审查患者数据并与患者联系的糖尿病团队成员的平均时间减少了 60%,从每次患者 3.2 ± 0.20 分钟减少到每次患者 1.3 ± 0.24 分钟。鉴于审查的固定资源,这相当于每周诊所容量估计增加了 147%。符合远程审查条件并接受远程审查的患者(n=58)与 12 个月 T1D 发病后未符合条件的 25 名对照患者相比,时间在范围内(70-180mg/dl)的葡萄糖水平高 8.8 个百分点(95%CI=0.6-16.9 个百分点)。
使用 CGM 对 T1D 患者进行算法驱动的优先级排序,以进行异步远程审查,减少了每位患者的医生花费时间,并与改善时间在范围内相关。