Can Pulse Rate Variability be Used to Monitor Compliance with a Breath Pacer?

IF 2.2 3区 心理学 Q2 PSYCHOLOGY, CLINICAL
Sergey Sokolovskiy, Dahyana Arroyo, Paul Hansma
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Abstract

Slow paced breathing has been demonstrated to provide significant health benefits for a person’s health, and, during breathing sessions, it is desirable to monitor that a person is actually compliant with the breath pacer. We explore the potential use of pulse rate variability to monitor compliance with a breath pacer during meditation sessions. The study involved 6 human subjects each participating in 2–3 trials, where they are asked to follow or not to follow the breath pacer, where we collected data on how the magnitude of pulse rate variability changed. Two methods, logistic regression and a running standard deviation technique, were developed to detect non-compliance with the breath pacer based on pulse rate variability metrics. Results indicate that using pulse rate variability alone may not reliably detect non-compliance with the breath pacer. Both models exhibited limitations in terms of false positives and false negatives, with accuracy ranging from 67 to 65%. Existing methods involving visual, audio, and motion signals currently perform better for monitoring compliance with the breath pacer.

Abstract Image

脉搏变异性可用于监测呼吸计步器的依从性吗?
事实证明,慢节奏呼吸对人的健康大有裨益,而在呼吸过程中,最好能监测到一个人是否真的遵守了呼吸节奏。我们探讨了在冥想过程中使用脉搏变异性监测呼吸节奏器的可能性。研究涉及 6 名受试者,每人参加 2-3 次试验,要求他们跟随或不跟随呼吸节奏器,我们在试验中收集了脉搏变异幅度如何变化的数据。我们开发了两种方法,即逻辑回归和运行标准偏差技术,用于根据脉率变异性指标检测不遵从呼吸监测仪的情况。结果表明,仅使用脉率变异性可能无法可靠地检测出不遵从呼吸起搏器的情况。这两种模型在假阳性和假阴性方面都有局限性,准确率在 67% 到 65% 之间。目前,涉及视觉、音频和运动信号的现有方法在监测呼吸起搏器的依从性方面表现更好。
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来源期刊
CiteScore
5.30
自引率
13.30%
发文量
36
期刊介绍: Applied Psychophysiology and Biofeedback is an international, interdisciplinary journal devoted to study of the interrelationship of physiological systems, cognition, social and environmental parameters, and health. Priority is given to original research, basic and applied, which contributes to the theory, practice, and evaluation of applied psychophysiology and biofeedback. Submissions are also welcomed for consideration in several additional sections that appear in the journal. They consist of conceptual and theoretical articles; evaluative reviews; the Clinical Forum, which includes separate categories for innovative case studies, clinical replication series, extended treatment protocols, and clinical notes and observations; the Discussion Forum, which includes a series of papers centered around a topic of importance to the field; Innovations in Instrumentation; Letters to the Editor, commenting on issues raised in articles previously published in the journal; and select book reviews. Applied Psychophysiology and Biofeedback is the official publication of the Association for Applied Psychophysiology and Biofeedback.
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