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老年患者心房颤动与人工智能:与一些老年多维评估工具关联的定量证据——初步报告。

Atrial fibrillation in older patients and artificial intelligence: a quantitative demonstration of a link with some of the geriatric multidimensional assessment tools-a preliminary report.

机构信息

Geriatric Intensive Care Unit and Geriatric Arrhythmia Unit, Department of Experimental and Clinical Medicine, University of Florence and AOU Careggi, Largo Brambilla, 3, 50134, Florence, Italy.

Rooti Labs Limited, Taipei, Taiwan.

出版信息

Aging Clin Exp Res. 2021 Feb;33(2):451-455. doi: 10.1007/s40520-020-01723-9. Epub 2020 Oct 23.

Abstract

Atrial fibrillation (AF) associates with disability and frailty. Aim of this study was to evaluate in older AF patients, using artificial intelligence (AI), the relations between geriatric tools and daily standing and resting periods. We enrolled thirty-one > 65 years patients undergoing electrical cardioversion of AF (age: 79 ± 6 years; women: 41.9%; CHADS-VASc: 3.7 ± 1.2; MMSE: 27.7 ± 2.7; GDS: 3.0 ± 2.8). The data of the first day following the procedure were analyzed using machine-learning techniques in a specifically designed cloud platform. Standing, activity, time (582 ± 139 min) was directly associated with MMSE and inversely with GDS. Sleep length was 472 ± 230 min. Light sleep, the longer resting phase, was inversely related to GDS. The Chest Effort Index, a measure of obstructive sleep apnea, grew with GDS. In conclusion, AI devices can be routinely used in improving older subjects' evaluation. A correlation exists between standing time, MMSE, and depressive symptoms. GDS associates to length and quality of sleep.

摘要

心房颤动(AF)与残疾和虚弱有关。本研究旨在评估使用人工智能(AI)的老年 AF 患者,老年工具与日常站立和休息时间之间的关系。我们招募了 31 名年龄>65 岁的正在接受 AF 电复律的患者(年龄:79±6 岁;女性:41.9%;CHADS-VASc:3.7±1.2;MMSE:27.7±2.7;GDS:3.0±2.8)。使用专门设计的云平台中的机器学习技术分析了该程序后第一天的数据。站立、活动、时间(582±139 分钟)与 MMSE 直接相关,与 GDS 呈负相关。睡眠时间为 472±230 分钟。睡眠时间较长的轻度睡眠与 GDS 呈负相关。胸努力指数,一种阻塞性睡眠呼吸暂停的衡量标准,与 GDS 一起增加。总之,人工智能设备可以常规用于改善老年患者的评估。站立时间、MMSE 和抑郁症状之间存在相关性。GDS 与睡眠的长度和质量相关。

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