{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,21]],"date-time":"2026-10-21T14:07:47Z","timestamp":1792591667853,"version":"4.5.0"},"reference-count":46,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Med Internet Res"],"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Emerging digital health technology has moved into the reproductive health market for female individuals. In the past, mobile health apps have been used to monitor the menstrual cycle using manual entry. New technological trends involve the use of wearable devices to track fertility by assessing physiological changes such as temperature, heart rate, and respiratory rate.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>The primary aims of this study are to review the types of wearables that have been developed and evaluated for menstrual cycle tracking and to examine whether they may detect changes in the menstrual cycle in female individuals. Another aim is to review whether these devices are effective for tracking various stages in the menstrual cycle including ovulation and menstruation. Finally, the secondary aim is to assess whether the studies have validated their findings by reporting accuracy and sensitivity.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>A review of PubMed or MEDLINE was undertaken to evaluate wearable devices for their effectiveness in predicting fertility and differentiating between the different stages of the menstrual cycle.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Fertility cycle\u2013tracking wearables include devices that can be worn on the wrists, on the fingers, intravaginally, and inside the ear. Wearable devices hold promise for predicting different stages of the menstrual cycle including the fertile window and may be used by female individuals as part of their reproductive health. Most devices had high accuracy for detecting fertility and were able to differentiate between the luteal phase (early and late), fertile window, and menstruation by assessing changes in heart rate, heart rate variability, temperature, and respiratory rate.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>More research is needed to evaluate consumer perspectives on reproductive technology for monitoring fertility, and ethical issues around the privacy of digital data need to be addressed. Additionally, there is also a need for more studies to validate and confirm this research, given its scarcity, especially in relation to changes in respiratory rate as a proxy for reproductive cycle staging.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/45139","type":"journal-article","created":{"date-parts":[[2023,10,27]],"date-time":"2023-10-27T02:28:32Z","timestamp":1698373712000},"page":"e45139","source":"Crossref","is-referenced-by-count":60,"title":["Innovative Approaches to Menstruation and Fertility Tracking Using Wearable Reproductive Health Technology: Systematic 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BG","year":"2000","journal-title":"Endotext"},{"key":"ref16","unstructured":"McLaughlinJEMenstrual cycleMSD Manual20022023-11-24https:\/\/www.msdmanuals.com\/home\/women-s-health-issues\/biology-of-the-female-reproductive-system\/menstrual-cycle"},{"key":"ref17","unstructured":"Normal periods: menstrual cycle basicsThe Society of Obstetricians and Gynaecologists of Canada20232023-11-24https:\/\/www.yourperiod.ca\/normal-periods\/menstrual-cycle-basics\/"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.321.7271.1259"},{"key":"ref19","unstructured":"Menstrual cycleBetter Health Channel20232023-11-24https:\/\/www.betterhealth.vic.gov.au\/health\/conditionsandtreatments\/menstrual-cycle"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.ogc.2014.10.003"},{"key":"ref21","unstructured":"Basal body temperature for natural family planningMayo Clinic20232023-11-24http:\/\/tinyurl.com\/bdd8vbvy"},{"key":"ref22","author":"Steward, K","year":"2023","journal-title":"StatPearls"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijsu.2010.02.007"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.3389\/fbioe.2022.807139"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2019.2916823"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/icces48766.2020.9137904"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1186\/s12958-022-00993-4"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-009-9746-6"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1080\/09513590.2017.1390737"},{"key":"ref30","author":"Kambic, RT","year":"1995","journal-title":"Database of Abstracts of Reviews of Effects (DARE): Quality-Assessed Reviews"},{"key":"ref31","author":"Sung, S","year":"2023","journal-title":"StatPearls"},{"key":"ref32","author":"Mishra, S","year":"2023","journal-title":"StatPearls"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/s11920-015-0628-3"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.jad.2004.10.006"},{"key":"ref35","unstructured":"PattaniAIn some countries, women get days off for period painThe New York Times20172023-11-24https:\/\/www.nytimes.com\/2017\/07\/24\/health\/period-pain-paid-time-off-policy.html"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.2190\/PM.46.1.d"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.332.7550.1134"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/s12325-022-02118-0"},{"key":"ref39","unstructured":"LiaoSHow to use the Clue app to help you become pregnantClue20222023-11-24https:\/\/helloclue.com\/articles\/about-clue\/how-to-use-the-clue-app-to-help-you-become-pregnant"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.3389\/fgwh.2022.866104"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0276131"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1111\/1471-0528.15199"},{"key":"ref43","unstructured":"DavisNNatural Cycles app: 'highly accurate contraceptive' claim misled consumersThe Guardian20182023-11-24https:\/\/www.theguardian.com\/technology\/2018\/aug\/29\/natural-cycles-app-highly-accurate-contraceptive-claim-misled-consumers"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1080\/23328940.2020.1735927"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1186\/s12889-019-7549-8"},{"key":"ref46","unstructured":"ChandranRBaptistaDAfter Roe v. 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