首页> 外文期刊>Annals of Biomedical Engineering: The Journal of the Biomedical Engineering Society >Estimation of the biphasic property in a female's menstrual cycle from cutaneous temperature measured during sleep.
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Estimation of the biphasic property in a female's menstrual cycle from cutaneous temperature measured during sleep.

机译:根据女性在睡眠期间的皮肤温度估算月经周期中的两相性。

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This paper proposes a method to estimate a woman's menstrual cycle based on the hidden Markov model (HMM). A tiny device was developed that attaches around the abdominal region to measure cutaneous temperature at 10-min intervals during sleep. The measured temperature data were encoded as a two-dimensional image (QR code, i.e., quick response code) and displayed in the LCD window of the device. A mobile phone captured the QR code image, decoded the information and transmitted the data to a database server. The collected data were analyzed by three steps to estimate the biphasic temperature property in a menstrual cycle. The key step was an HMM-based step between preprocessing and postprocessing. A discrete Markov model, with two hidden phases, was assumed to represent higher- and lower-temperature phases during a menstrual cycle. The proposed method was verified by the data collected from 30 female participants, aged from 14 to 46, over six consecutive months. By comparing the estimated results with individual records from the participants, 71.6% of 190 menstrual cycles were correctly estimated. The sensitivity and positive predictability were 91.8 and 96.6%, respectively. This objective evaluation provides a promising approach for managing premenstrual syndrome and birth control.
机译:本文提出了一种基于隐马尔可夫模型的女性月经周期估计方法。开发了一种微型装置,该装置附着在腹部周围,可在睡眠期间以10分钟的间隔测量皮肤温度。测得的温度数据被编码为二维图像(QR码,即快速响应代码)并显示在设备的LCD窗口中。移动电话捕获QR码图像,对信息进行解码,然后将数据传输到数据库服务器。通过三个步骤分析收集的数据,以估计月经周期中的双相温度特性。关键步骤是在预处理和后处理之间基于HMM的步骤。假设具有两个隐藏阶段的离散马尔可夫模型代表月经周期中的较高和较低温度阶段。连续六个月从30名年龄在14至46岁之间的女性参与者收集的数据验证了所提出的方法。通过将估计的结果与参与者的个人记录进行比较,正确估计了190个月经周期中的71.6%。敏感性和阳性可预测性分别为91.8和96.6%。这项客观评估为管理经前综合症和节育提供了一种有前途的方法。

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