As a growing number of people focus on understanding their bodies, the menstrual cycle and its impact on reproduction are gaining attention. Several studies have shown that the voice changes during the menstrual cycle. However, existing research primarily employs comparative analysis to detect these differences. This paper proposes using machine learning methods to analyse paralinguistic features extracted from women's voices for predicting menstrual cycle phases. We leverage available data recorded during the menstrual and late follicular phases of 44 naturally cycling women. Using eight paralinguistic features, we achieve an accuracy of 60 %, showcasing the feasibility of classifying those two phases using speech signals. We discuss implications and suggest future research avenues, such as the need to use personalised approaches.
Download full-text PDF |
Source |
---|---|
http://dx.doi.org/10.1109/EMBC53108.2024.10782644 | DOI Listing |
Heliyon
February 2025
Department of Obstetrics and Gynaecology, The University of Auckland, Auckland, New Zealand.
Adolescent girls undergo a transformative period of both physical and emotional changes. Menarche, the first onset of the menstrual cycle, is one of the physical changes, and this could be a challenging time for the girls. For many, menarche remains a difficult experience in both developed and developing countries due to limited understanding and awareness of this process.
View Article and Find Full Text PDFBMC Med
March 2025
Monash Centre for Health Research and Implementation, School of Clinical Sciences, Monash University, Clayton, VIC, 3168, Australia.
Background: During adolescence, accurate diagnostic criteria and/or identification of adolescents "at risk" of polycystic ovary syndrome (PCOS) are critical to establish appropriate screening, treatment, and lifelong health plans. The 2023 International Evidence-Based Guideline for PCOS aimed to provide the most up-to-date evidence-based recommendations to improve health outcomes for individuals with PCOS, emphasizing accurate and timely diagnosis of PCOS from adolescence.
Methods: The best practice methods following the Appraisal of Guidelines for Research and Evaluation (AGREE-II) criteria were applied.
Sleep Med
February 2025
Department of Gynecology, Fuzhou First General Hospital, Affiliated to Fujian Medical University, No.190, Dadao Road, Taijiang District, Fuzhou, Fujian, China.
Circadian Syndrome (CircS) was recently recognized as a novel predictor of cardiovascular disease (CVD) risk, with reproductive factors playing an important role in CVD risk. Yet, studies linking reproductive factors to CircS remain sparse. Data on middle-aged and elderly women were extracted from three nationally representative surveys: the China Health and Retirement Longitudinal Study (CHARLS) and the English Longitudinal Study on Ageing (ELSA) provided the training set, and the National Health and Nutrition Examination Survey (NHANES) constituted the validation set.
View Article and Find Full Text PDFBrain Nerve
March 2025
Headache Care Unit, Department of Internal Medicine, Fujitsu Clinic.
Migraine is a neurological disorder characterized by a high degree of disruption to life. The prevalence of migraines is high among women in their 20s to 40s. The hormonal milieu has a substantial effect on migraines in women.
View Article and Find Full Text PDFPLOS Glob Public Health
March 2025
Tanzania Horticultural Association, Zanzibar, Tanzania.
This baseline study aimed to assess the knowledge, information sources, and needs of adolescent boys and girls regarding puberty and menstruation. The study was conducted in selected schools before establishing school health clubs. The objective was to gather information that would inform the development of puberty education programs tailored to the specific needs of the adolescent population.
View Article and Find Full Text PDFEnter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!