{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,25]],"date-time":"2026-08-25T15:20:11Z","timestamp":1787671211597,"version":"build-2736575974"},"reference-count":93,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,9,1]],"date-time":"2026-09-01T00:00:00Z","timestamp":1788220800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,9,1]],"date-time":"2026-09-01T00:00:00Z","timestamp":1788220800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,8,10]],"date-time":"2026-08-10T00:00:00Z","timestamp":1786320000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100010052","name":"Northumbria University","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100010052","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["clinicalkey.com","clinicalkey.com.au","clinicalkey.es","clinicalkey.fr","clinicalkey.jp","maturitas.org","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Maturitas"],"published-print":{"date-parts":[[2026,9]]},"DOI":"10.1016\/j.maturitas.2026.109077","type":"journal-article","created":{"date-parts":[[2026,8,8]],"date-time":"2026-08-08T15:08:50Z","timestamp":1786201730000},"page":"109077","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["Data-driven insights in menopause: A scoping review of sensors and AI"],"prefix":"10.1016","volume":"212","author":[{"given":"Hacer","family":"Kuduz","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fatma Vildan","family":"Engin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yunus","family":"Celik","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"F\u0131rat","family":"Kacar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jason","family":"Moore","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alan","family":"Godfrey","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"issue":"5","key":"10.1016\/j.maturitas.2026.109077_bb0005","doi-asserted-by":"crossref","first-page":"478","DOI":"10.1080\/13697137.2025.2548806","article-title":"The role of lifestyle medicine in menopausal health: a review of non-pharmacologic interventions","volume":"28","author":"Anekwe","year":"2025","journal-title":"Climacteric"},{"issue":"21","key":"10.1016\/j.maturitas.2026.109077_bb0010","doi-asserted-by":"crossref","DOI":"10.3390\/jcm14217651","article-title":"Artificial intelligence in postmenopausal health: from risk prediction to holistic care","volume":"14","author":"Panjwani","year":"2025","journal-title":"J. Clin. Med."},{"key":"10.1016\/j.maturitas.2026.109077_bb0015","doi-asserted-by":"crossref","DOI":"10.7554\/eLife.99538","article-title":"Menopausal hormone therapy and the female brain: leveraging neuroimaging and prescription registry data from the UK Biobank cohort","volume":"13","author":"Barth","year":"2025","journal-title":"eLife"},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0020","first-page":"93","article-title":"Precision nutrition for management of cardiovascular disease risk during menopause","volume":"17","author":"Cabre","year":"2024","journal-title":"Lifestyle Genomics"},{"issue":"18","key":"10.1016\/j.maturitas.2026.109077_bb0025","doi-asserted-by":"crossref","DOI":"10.3390\/nu17182921","article-title":"The role of dietary supplements in modulating menopause onset: a comprehensive analysis of nutritional and lifestyle influences on menopause timing","volume":"17","author":"Jebaraj","year":"2025","journal-title":"Nutrients"},{"issue":"3","key":"10.1016\/j.maturitas.2026.109077_bb0030","doi-asserted-by":"crossref","first-page":"489","DOI":"10.1016\/j.ogc.2011.05.006","article-title":"Vasomotor symptoms and menopause: findings from the Study of Women\u2019s Health Across the Nation","volume":"38","author":"Thurston","year":"2011","journal-title":"Obstet. Gynecol. Clin. N. Am."},{"issue":"4","key":"10.1016\/j.maturitas.2026.109077_bb0035","doi-asserted-by":"crossref","first-page":"E28","DOI":"10.1097\/NNR.0000000000000591","article-title":"Symptom clusters and key symptoms among midlife perimenopausal and postmenopausal women with and without metabolic syndrome","volume":"71","author":"Min","year":"2022","journal-title":"Nurs. Res."},{"issue":"11","key":"10.1016\/j.maturitas.2026.109077_bb0040","doi-asserted-by":"crossref","first-page":"983","DOI":"10.1089\/jwh.2012.3719","article-title":"The impact of menopausal symptoms on quality of life, productivity, and economic outcomes","volume":"22","author":"Whiteley","year":"2013","journal-title":"J. Women\u2019s Health (Larchmt)"},{"key":"10.1016\/j.maturitas.2026.109077_bb0045","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1016\/j.maturitas.2022.09.006","article-title":"Prevalence and quality-of-life burden of vasomotor symptoms associated with menopause: A European cross-sectional survey","volume":"167","author":"Nappi","year":"2023","journal-title":"Maturitas"},{"issue":"2","key":"10.1016\/j.maturitas.2026.109077_bb0050","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1016\/j.maturitas.2008.12.006","article-title":"Menopause-specific questionnaire assessment in US population-based study shows negative impact on health-related quality of life","volume":"62","author":"Williams","year":"2009","journal-title":"Maturitas"},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0055","doi-asserted-by":"crossref","first-page":"6","DOI":"10.5114\/pm.2023.126436","article-title":"The effect of menopausal symptoms on women\u2019s daily life activities","volume":"22","author":"Arar","year":"2023","journal-title":"Przeglad menopauzalny = Menopause review"},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0060","doi-asserted-by":"crossref","first-page":"20631","DOI":"10.1038\/s41598-020-77534-9","article-title":"A systematic review and meta-analysis of effects of menopausal hormone therapy on cardiovascular diseases","volume":"10","author":"Kim","year":"2020","journal-title":"Sci. Rep."},{"issue":"25","key":"10.1016\/j.maturitas.2026.109077_bb0065","doi-asserted-by":"crossref","first-page":"e506","DOI":"10.1161\/CIR.0000000000000912","article-title":"Menopause transition and cardiovascular disease risk: implications for timing of early prevention: a scientific statement from the American Heart Association","volume":"142","author":"El Khoudary","year":"2020","journal-title":"Circulation"},{"issue":"10","key":"10.1016\/j.maturitas.2026.109077_bb0070","doi-asserted-by":"crossref","first-page":"967","DOI":"10.1093\/eurheartj\/ehaa1044","article-title":"Cardiovascular health after menopause transition, pregnancy disorders, and other gynaecologic conditions: a consensus document from European cardiologists, gynaecologists, and endocrinologists","volume":"42","author":"Maas","year":"2021","journal-title":"Eur. Heart J."},{"issue":"13","key":"10.1016\/j.maturitas.2026.109077_bb0075","doi-asserted-by":"crossref","first-page":"1221","DOI":"10.1056\/NEJMoa1505241","article-title":"Vascular effects of early versus late postmenopausal treatment with estradiol","volume":"374","author":"Hodis","year":"2016","journal-title":"N. Engl. J. Med."},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0080","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s11883-025-01343-6","article-title":"Cardiovascular risk associated with menopause and menopause hormone therapy: a review and contemporary approach to risk assessment","volume":"27","author":"D\u2019Costa","year":"2025","journal-title":"Curr. Atheroscler. Rep."},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0085","doi-asserted-by":"crossref","DOI":"10.1186\/1477-7525-2-45","article-title":"International versions of the menopause rating scale (MRS)","volume":"1","author":"Heinemann","year":"2003","journal-title":"Health Qual. Life Outcomes"},{"issue":"3","key":"10.1016\/j.maturitas.2026.109077_bb0090","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1016\/j.maturitas.2004.06.015","article-title":"Further psychometric property development of the menopause-specific quality of life questionnaire and development of a modified version, MENQOL-intervention questionnaire","volume":"50","author":"Lewis","year":"2005","journal-title":"Maturitas"},{"issue":"6","key":"10.1016\/j.maturitas.2026.109077_bb0095","doi-asserted-by":"crossref","first-page":"979","DOI":"10.1016\/S0885-3924(01)00353-0","article-title":"The hot flash related daily interference scale: a tool for assessing the impact of hot flashes on quality of life following breast cancer","volume":"22","author":"Carpenter","year":"2001","journal-title":"J. Pain Symptom Manag."},{"issue":"4","key":"10.1016\/j.maturitas.2026.109077_bb0100","first-page":"331","article-title":"Quantification of subjective sleep quality in healthy elderly men and women using the Pittsburgh sleep quality index (PSQI)","volume":"14","author":"Buysse","year":"1991","journal-title":"Sleep"},{"issue":"3","key":"10.1016\/j.maturitas.2026.109077_bb0105","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1016\/j.jad.2012.08.017","article-title":"Comparing the Beck depression inventory-II (BDI-II) and patient health questionnaire (PHQ-9) depression measures in an integrated mood disorders practice","volume":"145","author":"Kung","year":"2013","journal-title":"J. Affect. Disord."},{"issue":"2","key":"10.1016\/j.maturitas.2026.109077_bb0110","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1080\/16506073.2010.550059","article-title":"Psychometric comparison of the PHQ-9 and BDI-II for measuring response during treatment of depression","volume":"40","author":"Titov","year":"2011","journal-title":"Cogn. Behav. Ther."},{"issue":"5","key":"10.1016\/j.maturitas.2026.109077_bb0115","doi-asserted-by":"crossref","first-page":"353","DOI":"10.2165\/00019053-199304050-00006","article-title":"The validity and reproducibility of a work productivity and activity impairment instrument","volume":"4","author":"Reilly","year":"1993","journal-title":"Pharmacoeconomics"},{"key":"10.1016\/j.maturitas.2026.109077_bb0120","series-title":"Global Behavioral Risk Factor Surveillance","first-page":"9","article-title":"The WHO Stepwise Approach to Surveillance (STEPS) of Non-communicable Disease Risk Factors","author":"Bonita","year":"2003"},{"issue":"6","key":"10.1016\/j.maturitas.2026.109077_bb0125","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1016\/0378-5122(96)01038-9","article-title":"A menopause-specific quality of life questionnaire: development and psychometric properties","volume":"24","author":"Hilditch","year":"1996","journal-title":"Maturitas"},{"key":"10.1016\/j.maturitas.2026.109077_bb0130","doi-asserted-by":"crossref","DOI":"10.3389\/fgwh.2021.757706","article-title":"Evaluating the effects of symptom monitoring on menopausal health outcomes: a systematic review and meta-analysis","volume":"2","author":"Andrews","year":"2021","journal-title":"Frontiers in Global Women's Health"},{"issue":"3","key":"10.1016\/j.maturitas.2026.109077_bb0135","doi-asserted-by":"crossref","first-page":"445","DOI":"10.1089\/jwh.2020.8436","article-title":"Evaluation of a discussion guide to promote patient understanding of menopause and informed treatment decision-making","volume":"30","author":"Bailey","year":"2021","journal-title":"J. Women\u2019s Health (Larchmt)"},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0140","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1097\/GME.0000000000001420","article-title":"Monthly variation of hot flashes, night sweats, and trouble sleeping: effect of season and proximity to the final menstrual period (FMP) in the SWAN menstrual calendar substudy","volume":"27","author":"Harlow","year":"2020","journal-title":"Menopause"},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0145","doi-asserted-by":"crossref","first-page":"1","DOI":"10.30654\/MJGO.10045","article-title":"Artificial intelligence in menopause management","volume":"9","author":"Vargas-Hernandez","year":"2025","journal-title":"Mathews J. Gynecol. Obstet."},{"issue":"2","key":"10.1016\/j.maturitas.2026.109077_bb0150","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1111\/j.1469-8986.2008.00770.x","article-title":"Improving the performance of physiologic hot flash measures with support vector machines","volume":"46","author":"Thurston","year":"2009","journal-title":"Psychophysiology"},{"issue":"2","key":"10.1016\/j.maturitas.2026.109077_bb0155","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1088\/0967-3334\/35\/2\/95","article-title":"Miniature ambulatory skin conductance monitor and algorithm for investigating hot flash events","volume":"35","author":"Bahr","year":"2014","journal-title":"Physiol. Meas."},{"key":"10.1016\/j.maturitas.2026.109077_bb0160","first-page":"1090","article-title":"Automatic Detection of Hot Flash Occurrence and Timing From Skin Conductance Activity","author":"Forouzanfar","year":"2018","journal-title":"IEEE"},{"issue":"4","key":"10.1016\/j.maturitas.2026.109077_bb0165","doi-asserted-by":"crossref","DOI":"10.3390\/s20041093","article-title":"Sensor-based smart clothing for women\u2019s menopause transition monitoring","volume":"20","author":"Luo","year":"2020","journal-title":"Sensors (Basel, Switzerland)"},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0170","doi-asserted-by":"crossref","first-page":"138","DOI":"10.1016\/j.fertnstert.2003.12.029","article-title":"Lack of sleep disturbance from menopausal hot flashes","volume":"82","author":"Freedman","year":"2004","journal-title":"Fertil. Steril."},{"issue":"7","key":"10.1016\/j.maturitas.2026.109077_bb0175","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1097\/GME.0000000000002373","article-title":"Acute increases in physical activity and temperature are associated with hot flash experience in midlife women","volume":"31","author":"Witkowski","year":"2024","journal-title":"Menopause"},{"key":"10.1016\/j.maturitas.2026.109077_bb0180","doi-asserted-by":"crossref","DOI":"10.1016\/j.buildenv.2023.110421","article-title":"A comparison of air temperature thresholds for warm thermal discomfort between pre-and post-menopausal women","volume":"239","author":"Carter","year":"2023","journal-title":"Build. Environ."},{"issue":"4","key":"10.1016\/j.maturitas.2026.109077_bb0185","doi-asserted-by":"crossref","first-page":"576","DOI":"10.1097\/01.gme.0000227398.53192.bc","article-title":"Effects of REM sleep and ambient temperature on hot flash-induced sleep disturbance","volume":"13","author":"Freedman","year":"2006","journal-title":"Menopause"},{"key":"10.1016\/j.maturitas.2026.109077_bb0190","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1016\/j.annepidem.2022.10.008","article-title":"Associations between long-term exposure to multiple air pollutants and age at menopause: a longitudinal cohort study","volume":"76","author":"Guo","year":"2022","journal-title":"Ann. Epidemiol."},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0195","doi-asserted-by":"crossref","first-page":"1437","DOI":"10.1186\/s12889-025-21604-y","article-title":"Is air pollution a risk factor for early menopause?","volume":"25","author":"Kim","year":"2025","journal-title":"BMC Public Health"},{"key":"10.1016\/j.maturitas.2026.109077_bb0200","doi-asserted-by":"crossref","DOI":"10.3389\/fphar.2025.1661035","article-title":"Therapeutic efficacy of botanicals in psychological disorders in menopausal women: a systematic and scoping review","volume":"16","author":"Sultana","year":"2025","journal-title":"Front. Pharmacol."},{"issue":"12","key":"10.1016\/j.maturitas.2026.109077_bb0205","doi-asserted-by":"crossref","DOI":"10.2196\/40271","article-title":"Assessing the acceptability and effectiveness of mobile-based physical activity interventions for midlife women during menopause: systematic review of the literature","volume":"10","author":"AlSwayied","year":"2022","journal-title":"JMIR Mhealth Uhealth"},{"key":"10.1016\/j.maturitas.2026.109077_bb0210","first-page":"1","article-title":"Multimodal large language models for women\u2019s reproductive mental health","author":"AlSaad","year":"2025","journal-title":"Arch. Womens Ment. Health"},{"issue":"5","key":"10.1016\/j.maturitas.2026.109077_bb0215","doi-asserted-by":"crossref","first-page":"475","DOI":"10.1097\/GME.0000000000002529","article-title":"Virtual reality for menopause symptom management: opportunities, challenges, and next steps","volume":"32","author":"Safwan","year":"2025","journal-title":"Menopause"},{"issue":"7","key":"10.1016\/j.maturitas.2026.109077_bb0220","doi-asserted-by":"crossref","first-page":"467","DOI":"10.7326\/M18-0850","article-title":"PRISMA extension for scoping reviews (PRISMA-ScR): checklist and explanation","volume":"169","author":"Tricco","year":"2018","journal-title":"Ann. Intern. Med."},{"key":"10.1016\/j.maturitas.2026.109077_bb0225","article-title":"The PRISMA 2020 statement: an updated guideline for reporting systematic reviews","volume":"372","author":"Page","year":"2021","journal-title":"BMJ"},{"issue":"6","key":"10.1016\/j.maturitas.2026.109077_bb0230","doi-asserted-by":"crossref","first-page":"1572","DOI":"10.1016\/j.fertnstert.2015.03.008","article-title":"Menopausal hot flashes and the default mode network","volume":"103","author":"Thurston","year":"2015","journal-title":"Fertil. Steril."},{"issue":"6","key":"10.1016\/j.maturitas.2026.109077_bb0235","doi-asserted-by":"crossref","first-page":"1708","DOI":"10.1016\/j.fertnstert.2014.08.016","article-title":"Magnitude of the impact of hot flashes on sleep in perimenopausal women","volume":"102","author":"De Zambotti","year":"2014","journal-title":"Fertil. Steril."},{"issue":"8","key":"10.1016\/j.maturitas.2026.109077_bb0240","doi-asserted-by":"crossref","first-page":"902","DOI":"10.1111\/aogs.12164","article-title":"Menopausal hot flushes do not associate with changes in heart rate variability in controlled testing: a randomized trial on hormone therapy","volume":"92","author":"Hautam\u00e4ki","year":"2013","journal-title":"Acta Obstet. Gynecol. Scand."},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0245","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0225866","article-title":"Heart rate variability helps to distinguish the intensity of menopausal symptoms: a prospective, observational and transversal study","volume":"15","author":"Martinelli","year":"2020","journal-title":"PLoS One"},{"issue":"8","key":"10.1016\/j.maturitas.2026.109077_bb0250","doi-asserted-by":"crossref","first-page":"897","DOI":"10.1097\/gme.0b013e31820ac941","article-title":"Heart rate variability in menopausal hot flashes during sleep","volume":"18","author":"Freedman","year":"2011","journal-title":"Menopause"},{"issue":"2","key":"10.1016\/j.maturitas.2026.109077_bb0255","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1097\/gme.0b013e3181c2bb6d","article-title":"Association between vasomotor hot flashes and heart rate variability in recently postmenopausal women","volume":"17","author":"Hoikkala","year":"2010","journal-title":"Menopause"},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0260","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1007\/s10286-015-0322-x","article-title":"Is heart rate variability associated with frequency and intensity of vasomotor symptoms among healthy perimenopausal and postmenopausal women?","volume":"26","author":"Jones","year":"2016","journal-title":"Clin. Auton. Res."},{"issue":"5","key":"10.1016\/j.maturitas.2026.109077_bb0265","doi-asserted-by":"crossref","first-page":"299","DOI":"10.4082\/kjfm.2011.32.5.299","article-title":"The relationship between menopausal symptoms and heart rate variability in middle aged women","volume":"32","author":"Lee","year":"2011","journal-title":"Korean J. Fam. Med."},{"issue":"5","key":"10.1016\/j.maturitas.2026.109077_bb0270","doi-asserted-by":"crossref","first-page":"499","DOI":"10.1097\/GME.0000000000000586","article-title":"Changes in heart rate variability during vasomotor symptoms among midlife women","volume":"23","author":"Thurston","year":"2016","journal-title":"Menopause"},{"issue":"7","key":"10.1016\/j.maturitas.2026.109077_bb0275","doi-asserted-by":"crossref","first-page":"756","DOI":"10.1097\/GME.0000000000000843","article-title":"Cardiac autonomic function and hot flashes among perimenopausal and postmenopausal women","volume":"24","author":"Gibson","year":"2017","journal-title":"Menopause"},{"issue":"4","key":"10.1016\/j.maturitas.2026.109077_bb0280","doi-asserted-by":"crossref","first-page":"1110","DOI":"10.1016\/j.fertnstert.2013.12.029","article-title":"Daily physical activity and hot flashes in the study of women\u2019s health across the nation (SWAN) flashes study","volume":"101","author":"Gibson","year":"2014","journal-title":"Fertil. Steril."},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0285","doi-asserted-by":"crossref","first-page":"11","DOI":"10.5664\/jcsm.6376","article-title":"Effects of yoga and aerobic exercise on actigraphic sleep parameters in menopausal women with hot flashes","volume":"13","author":"Buchanan","year":"2017","journal-title":"J. Clin. Sleep Med."},{"issue":"7","key":"10.1016\/j.maturitas.2026.109077_bb0290","doi-asserted-by":"crossref","first-page":"913","DOI":"10.1001\/jamainternmed.2016.1795","article-title":"Telephone-based cognitive behavioral therapy for insomnia in perimenopausal and postmenopausal women with vasomotor symptoms: a MsFLASH randomized clinical trial","volume":"176","author":"McCurry","year":"2016","journal-title":"JAMA Intern. Med."},{"issue":"3","key":"10.1016\/j.maturitas.2026.109077_bb0295","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1016\/j.maturitas.2011.12.011","article-title":"Daily physical activity and menopausal hot flashes: applying a novel within-person approach to demonstrate individual differences","volume":"71","author":"Elavsky","year":"2012","journal-title":"Maturitas"},{"issue":"7","key":"10.1016\/j.maturitas.2026.109077_bb0300","doi-asserted-by":"crossref","first-page":"710","DOI":"10.1097\/GME.0000000000000379","article-title":"An actigraphy study of sleep and pain in midlife women: the study of women\u2019s health across the nation sleep study","volume":"22","author":"Kravitz","year":"2015","journal-title":"Menopause"},{"issue":"8","key":"10.1016\/j.maturitas.2026.109077_bb0305","first-page":"1107","article-title":"Relationship of menopausal status and climacteric symptoms to sleep in women undergoing chemotherapy","volume":"19","author":"Rissling","year":"2011","journal-title":"Support Care Cancer"},{"issue":"10","key":"10.1016\/j.maturitas.2026.109077_bb0310","doi-asserted-by":"crossref","DOI":"10.3390\/s25103040","article-title":"Validation of MotionWatch8 Actigraphy against polysomnography in menopausal women under warm conditions","volume":"25","author":"Li","year":"2025","journal-title":"Sensors (Basel, Switzerland)"},{"issue":"7","key":"10.1016\/j.maturitas.2026.109077_bb0315","doi-asserted-by":"crossref","first-page":"742","DOI":"10.1097\/gme.0b013e3182422973","article-title":"Are vasomotor symptoms associated with sleep characteristics among symptomatic midlife women? Comparisons of self-report and objective measures","volume":"19","author":"Thurston","year":"2012","journal-title":"Menopause"},{"issue":"4","key":"10.1016\/j.maturitas.2026.109077_bb0320","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1177\/20533691251352044","article-title":"A service evaluation of an online cognitive behaviour therapy program for troublesome menopausal hot flushes and night sweats in work settings","volume":"31","author":"Stefanopoulou","year":"2025","journal-title":"Post Reprod. Health"},{"issue":"4","key":"10.1016\/j.maturitas.2026.109077_bb0325","doi-asserted-by":"crossref","first-page":"310","DOI":"10.1097\/GME.0000000000002319","article-title":"Physical activity and menopausal symptoms: evaluating the contribution of obesity, fitness, and ambient air pollution status","volume":"31","author":"Elavsky","year":"2024","journal-title":"Menopause"},{"issue":"8","key":"10.1016\/j.maturitas.2026.109077_bb0330","doi-asserted-by":"crossref","first-page":"798","DOI":"10.1097\/GME.0000000000002216","article-title":"Sleep-light interventions that shift melatonin rhythms earlier improve perimenopausal and postmenopausal depression: preliminary findings","volume":"30","author":"Parry","year":"2023","journal-title":"Menopause"},{"issue":"11","key":"10.1016\/j.maturitas.2026.109077_bb0335","doi-asserted-by":"crossref","first-page":"1257","DOI":"10.1097\/GME.0000000000000699","article-title":"Anxiogenic CO2 stimulus elicits exacerbated hot flash-like responses in a rat menopause model and hot flashes in postmenopausal women","volume":"23","author":"Federici","year":"2016","journal-title":"Menopause"},{"issue":"2","key":"10.1016\/j.maturitas.2026.109077_bb0340","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1016\/0378-5122(96)01046-8","article-title":"Measurement of menopausal hot flushes: validation and cross-validation","volume":"25","author":"de Bakker","year":"1996","journal-title":"Maturitas"},{"issue":"4","key":"10.1016\/j.maturitas.2026.109077_bb0345","doi-asserted-by":"crossref","first-page":"276","DOI":"10.1016\/j.aed.2025.09.006","article-title":"Peripheral thermoregulatory modulation for hot flash management: efficacy of novel wrist cooling device in Cancer treatment-induced and menopausal vasomotor symptoms","volume":"12","author":"U\u00e7ar","year":"2025","journal-title":"AACE Endocrinology and Diabetes"},{"issue":"3","key":"10.1016\/j.maturitas.2026.109077_bb0350","doi-asserted-by":"crossref","first-page":"657","DOI":"10.1113\/JP271456","article-title":"Exercise training reduces the acute physiological severity of post-menopausal hot flushes","volume":"594","author":"Bailey","year":"2016","journal-title":"J. Physiol."},{"issue":"9","key":"10.1016\/j.maturitas.2026.109077_bb0355","doi-asserted-by":"crossref","first-page":"1016","DOI":"10.1097\/GME.0000000000001357","article-title":"Is core temperature the trigger of a menopausal hot flush?","volume":"26","author":"Jones","year":"2019","journal-title":"Menopause"},{"issue":"4","key":"10.1016\/j.maturitas.2026.109077_bb0360","doi-asserted-by":"crossref","first-page":"359","DOI":"10.1097\/gme.0b013e3181f7a17a","article-title":"Mechanisms of cutaneous vasodilation during the postmenopausal hot flash","volume":"18","author":"Low","year":"2011","journal-title":"Menopause"},{"issue":"2","key":"10.1016\/j.maturitas.2026.109077_bb0365","doi-asserted-by":"crossref","first-page":"494","DOI":"10.1016\/j.fertnstert.2006.11.184","article-title":"Miniature hygrometric hot flash recorder","volume":"88","author":"Freedman","year":"2007","journal-title":"Fertil. Steril."},{"issue":"11","key":"10.1016\/j.maturitas.2026.109077_bb0370","doi-asserted-by":"crossref","first-page":"1164","DOI":"10.1097\/GME.0b013e31828cec53","article-title":"Sternal skin conductance: a reasonable surrogate for hot flash measurement?","volume":"20","author":"Pachman","year":"2013","journal-title":"Menopause"},{"issue":"7","key":"10.1016\/j.maturitas.2026.109077_bb0375","doi-asserted-by":"crossref","DOI":"10.1111\/psyp.70056","article-title":"Hot flash prediction for the delivery of just-in-time interventions","volume":"62","author":"Naghavi","year":"2025","journal-title":"Psychophysiology"},{"key":"10.1016\/j.maturitas.2026.109077_bb0380","doi-asserted-by":"crossref","first-page":"170","DOI":"10.1016\/j.gaitpost.2019.04.024","article-title":"Electromyographic evaluation of synergist muscles of the pelvic floor muscle depending on the pelvis setting in menopausal women: A prospective observational study","volume":"71","author":"Ptaszkowski","year":"2019","journal-title":"Gait Posture"},{"key":"10.1016\/j.maturitas.2026.109077_bb0385","doi-asserted-by":"crossref","first-page":"1521","DOI":"10.2147\/CIA.S89852","article-title":"Assessment of bioelectrical activity of synergistic muscles during pelvic floor muscles activation in postmenopausal women with and without stress urinary incontinence: a preliminary observational study","author":"Ptaszkowski","year":"2015","journal-title":"Clin. Interv. Aging"},{"issue":"11","key":"10.1016\/j.maturitas.2026.109077_bb0390","article-title":"Assessment of the elastographic and electromyographic of pelvic floor muscles in postmenopausal women with stress urinary incontinence symptoms","volume":"11","author":"Ptaszkowski","year":"2021","journal-title":"Diagnostics (Basel, Switzerland)"},{"key":"10.1016\/j.maturitas.2026.109077_bb0395","doi-asserted-by":"crossref","DOI":"10.1590\/fm.2022.35601","article-title":"Repercussions of circulatory electrical stimulation on quality of life, lubrication and pelvic floor muscles: a pilot study","volume":"35","author":"Santos","year":"2022","journal-title":"Fisioter. Mov."},{"issue":"2","key":"10.1016\/j.maturitas.2026.109077_bb0400","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3892\/etm.2025.12910","article-title":"Pelvic floor muscle function differs between postmenopausal women with and without stress urinary incontinence: an experimental parallel-controlled study","volume":"30","author":"Zhang","year":"2025","journal-title":"Exp. Ther. Med."},{"issue":"6","key":"10.1016\/j.maturitas.2026.109077_bb0405","doi-asserted-by":"crossref","DOI":"10.3390\/jcm9061967","article-title":"The prognostic value of the surface electromyographic assessment of pelvic floor muscles in women with stress urinary incontinence","volume":"9","author":"Ptaszkowski","year":"2020","journal-title":"J. Clin. Med."},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0410","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1186\/s12905-021-01275-8","article-title":"Perimenopausal women show modulation of excitatory and inhibitory neuromuscular mechanisms","volume":"21","author":"Pesonen","year":"2021","journal-title":"BMC Womens Health"},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0415","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/S0378-5122(00)00162-6","article-title":"The effect of estrogen replacement therapy on cardiac autonomic regulation","volume":"37","author":"Virtanen","year":"2000","journal-title":"Maturitas"},{"issue":"4","key":"10.1016\/j.maturitas.2026.109077_bb0420","doi-asserted-by":"crossref","first-page":"280","DOI":"10.1111\/j.1542-474X.2001.tb00119.x","article-title":"Effects of hormone replacement therapy on heart rate variability in postmenopausal women","volume":"6","author":"Yildirir","year":"2001","journal-title":"Ann. Noninvasive Electrocardiol."},{"issue":"6","key":"10.1016\/j.maturitas.2026.109077_bb0425","doi-asserted-by":"crossref","first-page":"2544","DOI":"10.4103\/jfmpc.jfmpc_274_25","article-title":"Age predominates as associate than reproductive health stage for 5 min heart rate variability in middle aged women-a cross-sectional study from Gujarat, India","volume":"14","author":"Solanki","year":"2025","journal-title":"J. Family Med. Prim. Care"},{"issue":"10","key":"10.1016\/j.maturitas.2026.109077_bb0430","article-title":"Heart rate variability as a function of menopausal status, menstrual cycle phase, and estradiol level","volume":"10","author":"Ramesh","year":"2022","journal-title":"Phys. Rep."},{"issue":"2","key":"10.1016\/j.maturitas.2026.109077_bb0435","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1097\/GME.0b013e31826934b6","article-title":"Paced breathing compared with usual breathing for hot flashes","volume":"20","author":"Sood","year":"2013","journal-title":"Menopause"},{"key":"10.1016\/j.maturitas.2026.109077_bb0440","doi-asserted-by":"crossref","first-page":"172","DOI":"10.1016\/j.sleep.2023.11.015","article-title":"Role of age, menopausal status, and symptoms in midlife women: examination of sleep patterns and rest-activity circadian rhythms","volume":"113","author":"Hou","year":"2024","journal-title":"Sleep Med."},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0445","doi-asserted-by":"crossref","DOI":"10.1186\/1472-6874-10-15","article-title":"Postmenopausal hormones and sleep quality in the elderly: a population based study","volume":"10","author":"Tranah","year":"2010","journal-title":"BMC Womens Health"},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0450","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1002\/oby.20251","article-title":"Sleep duration and weight change in midlife women: the SWAN sleep study","volume":"21","author":"Appelhans","year":"2013","journal-title":"Obesity"},{"issue":"3","key":"10.1016\/j.maturitas.2026.109077_bb0455","article-title":"Associations of long-term exposure to environmental noise and outdoor light at night with age at natural menopause in a US women cohort","volume":"5","author":"Li","year":"2021","journal-title":"Environmental epidemiology (Philadelphia, Pa.)"},{"issue":"3","key":"10.1016\/j.maturitas.2026.109077_bb0460","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1080\/07420528.2020.1737101","article-title":"An examination of the relationship between sunlight exposure and hot flush in working women","volume":"37","author":"Xu","year":"2020","journal-title":"Chronobiol. Int."},{"issue":"1","key":"10.1016\/j.maturitas.2026.109077_bb0465","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1177\/089801018900700107","article-title":"Effect of low frequency sound on menopausal symptoms","volume":"7","author":"Rankin","year":"1989","journal-title":"J. Holist. Nurs."}],"container-title":["Maturitas"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0378512226002549?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0378512226002549?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,8,25]],"date-time":"2026-08-25T14:41:15Z","timestamp":1787668875000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0378512226002549"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,9]]},"references-count":93,"alternative-id":["S0378512226002549"],"URL":"https:\/\/doi.org\/10.1016\/j.maturitas.2026.109077","relation":{},"ISSN":["0378-5122"],"issn-type":[{"value":"0378-5122","type":"print"}],"subject":[],"published":{"date-parts":[[2026,9]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Data-driven insights in menopause: A scoping review of sensors and AI","name":"articletitle","label":"Article Title"},{"value":"Maturitas","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.maturitas.2026.109077","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Authors. Published by Elsevier B.V.","name":"copyright","label":"Copyright"}],"article-number":"109077"}}