Department of Health, Human Performance and Recreation, University of Arkansas, Fayetteville, AR, United States.
Toi Labs, Inc, San Francisco, CA, United States.
JMIR Aging. 2024 May 27;7:e50856. doi: 10.2196/50856.
Because of the relationship between independent living and activities of daily living, care teams spend significant time managing assisted living residents' toileting problems. Recently, the TrueLoo was developed as a connected toilet seat to automatically log and monitor toileting sessions.
This study aimed to demonstrate the validity of the TrueLoo to (1) record and identify toileting sessions with regard to stool and urine events; (2) compare the results with the person-reported, standard-of-care methods; and (3) establish metrics of user acceptability and ease of use in a assisted living facility population.
We used two phases: (1) initial development of the TrueLoo algorithms to accurately identify urine and stool events and (2) evaluation of the algorithms against person-reported, standard-of-care methods commonly used in assisted living facilities. Phase 2 analyzed data over a 3-day period from 52 devices. Participants' age ranged from 63 to 101 (mean 84, SD 9.35) years. Acceptability and ease-of-use data were also collected.
Regarding the development of the TrueLoo algorithm for urine assessment, sensitivity and specificity of 96% and 85% were observed when evaluating a gold-standard labeled data set, respectively (F-score=0.95). For stool, sensitivity and specificity of 90% and 79% were observed, respectively (F-score=0.85). Regarding the TrueLoo algorithm in assisted living settings, classification performance statistics for urine assessment revealed sensitivity and specificity of 84% and 94%, respectively (F-score=0.90), and for stool, 92% and 98%, respectively (F-score=0.91). Throughout the study, 46 person-reported instances of urine were documented, compared with 630 recorded by the TrueLoo. For stool events, 116 person-reported events were reported, compared with 153 by the TrueLoo. This indicates that person-reported events were captured 7% (46/630) of the time for urine and 76% (116/153) of the time for stool. Overall, 45% (32/71) of participants said that the new toilet seat was better than their previous one, 84% (60/71) reported that using the TrueLoo was easy, and 99% (69/71) said that they believed the system could help aging adults. Over 98% (69/71) of participants reported that they would find alerts related to their health valuable and would be willing to share this information with their doctor. When asked about sharing information with caregivers, 66% (46/71) reported that they would prefer the TrueLoo to send information and alerts to their caregiver, as opposed to the participant having to personally communicate those details.
The TrueLoo accurately recorded toileting sessions compared with standard-of-care methods, successfully establishing metrics of user acceptability and ease of use in assisted living populations. While additional validation studies are warranted, data presented in this paper support the use of the TrueLoo in assisted living settings as a model of event monitoring during toileting.
由于独立生活和日常生活活动之间存在关系,护理团队在很大程度上需要管理辅助生活居民的如厕问题。最近,TrueLoo 作为一种连接式马桶座应运而生,可以自动记录和监测如厕情况。
本研究旨在证明 TrueLoo 的有效性,包括:(1)记录和识别与粪便和尿液事件相关的如厕情况;(2)与人员报告的、辅助生活设施中常用的标准护理方法进行比较;(3)在辅助生活设施人群中建立用户接受度和易用性的指标。
我们使用了两个阶段:(1) 最初开发 TrueLoo 算法以准确识别尿液和粪便事件;(2) 使用人员报告的、辅助生活设施中常用的标准护理方法对算法进行评估。第 2 阶段分析了 52 个设备连续 3 天的数据。参与者年龄范围为 63 岁至 101 岁(平均 84 岁,标准差 9.35 岁)。还收集了接受度和易用性数据。
关于用于尿液评估的 TrueLoo 算法的开发,在评估金标准标记数据集时,观察到灵敏度和特异性分别为 96%和 85%(F 分数=0.95)。对于粪便,观察到灵敏度和特异性分别为 90%和 79%(F 分数=0.85)。在辅助生活环境中使用 TrueLoo 算法时,尿液评估的分类性能统计数据显示,灵敏度和特异性分别为 84%和 94%(F 分数=0.90),对于粪便,分别为 92%和 98%(F 分数=0.91)。在整个研究过程中,有 46 例人员报告的尿液事件,而 TrueLoo 记录了 630 例。对于粪便事件,有 116 例人员报告的事件,而 TrueLoo 记录了 153 例。这表明,人员报告的事件仅占尿液的 7%(46/630),占粪便的 76%(116/153)。总体而言,45%(32/71)的参与者表示新马桶座优于他们之前使用的马桶座,84%(60/71)的参与者表示使用 TrueLoo 很容易,99%(69/71)的参与者表示他们相信该系统可以帮助老年人。超过 98%(69/71)的参与者表示,他们会发现与健康相关的警报很有价值,并愿意与他们的医生分享这些信息。当被问及是否愿意与护理人员分享信息时,66%(46/71)的参与者表示,他们希望 TrueLoo 将信息和警报发送给护理人员,而不是让参与者亲自传达这些细节。
与标准护理方法相比,TrueLoo 可准确记录如厕情况,成功地在辅助生活人群中建立了用户接受度和易用性的指标。虽然还需要进一步的验证研究,但本文提供的数据支持在辅助生活环境中使用 TrueLoo 作为如厕期间事件监测的模型。