Contact and support
Need help, have a question, or want to contact the ResearchHub team?
© 2026 ResearchHub. Built for responsible scholarly connection.
Research graph
References from Wearable sensors offer opportunities for phenotyping perinatal mood disorders: a narrative review. Local targets link to admitted publications; unresolved targets remain external evidence.
Candidate biomarkers in psychiatric disorders: State of the field
10.1002/wps.21078 · 2023 · External reference
Applying continuous-time models to ecological momentary assessments: A practical introduction to the method and demonstration with clinical data
10.1038/s44277-024-00004-x · 2024 · External reference
Temporal trajectories in sleep, temperature trends, cardiorespiratory, and activity metrics measured via Oura ring during pregnancy: Large-scale observational analysis
10.2196/80213 · 2025 · External reference
Latent trajectory groups of perinatal depressive and anxiety symptoms from pregnancy to early postpartum and their antenatal risk factors
10.1007/s00737-018-0845-y · 2018 · External reference
Prevalence and correlates of perinatal depression
10.1007/s00127-022-02386-9 · 2023 · External reference
Circadian rhythm biomarker from wearable device data is related to concurrent antidepressant treatment response
10.1038/s41746-023-00827-6 · 2023 · External reference
Women’s health wearables: From continuous signals to actionable digital phenotypes across the reproductive lifespan
10.3390/bioengineering13080897 · 2026 · External reference
Using smart devices for prenatal care: Assessing the willingness among women with pregnancy-related anxiety
10.1177/20552076251406652 · 2026 · External reference
A systematic review assessing bidirectionality between sleep disturbances, anxiety, and depression
10.5665/sleep.2810 · 2013 · External reference
Estrogens and the circadian system
10.1016/j.semcdb.2021.04.010 · 2022 · External reference
Tracking sleep, temperature, heart rate, and daily symptoms across the menstrual cycle with the Oura ring in healthy women
10.2147/ijwh.s341917 · 2022 · External reference
Unresolved reference
External reference
Wearable devices: Implications for precision medicine and the future of health care
10.1146/annurev-med-052422-020437 · 2024 · External reference
Effects of bright light therapy for depression during pregnancy: A randomised, double-blind controlled trial
10.1136/bmjopen-2020-038030 · 2020 · External reference
Circadian misalignment measured by social jetlag from early to late pregnancy and its association with nutritional status: A longitudinal study
10.1038/s41598-021-97946-5 · 2021 · External reference
Effects of gonadal steroids in women with a history of postpartum depression
10.1176/appi.ajp.157.6.924 · 2000 · External reference
Circadian phase asessment by ambulatory monitoring in humans: Correlation with dim light melatonin onset
10.3109/07420528.2013.820740 · 2014 · External reference
Circadian rhythms and depression
2010 · External reference
HPA axis dysregulation and postpartum depression and anxiety symptoms in breastfeeding vs bottle-feeding parents
10.1016/j.psyneuen.2024.107253 · 2025 · External reference
Variability of temperature measurements recorded by a wearable device by biological sex
10.1186/s13293-023-00558-z · 2023 · External reference
Maternal sleep quality and diurnal cortisol regulation over pregnancy
10.1080/15402002.2016.1210147 · 2018 · External reference
Demographic imbalances resulting from the bring-your-own-device study design
10.2196/29510 · 2022 · External reference
Tripartite model of anxiety and depression: Psychometric evidence and taxonomic implications
10.1037//0021-843x.100.3.316 · 1991 · External reference
Current state and future directions of technology-based ecological momentary assessment and intervention for major depressive disorder: A systematic review
10.3390/jcm8040465 · 2019 · External reference
Limiting racial disparities and bias for wearable devices in health science research
10.1093/sleep/zsaa159 · 2020 · External reference
Detection of postnatal depression: Development of the 10-item Edinburgh postnatal depression scale
10.1192/bjp.150.6.782 · 1987 · External reference
Associations between sleep and circadian rhythm disruption and perinatal anxiety
10.1038/s44323-025-00051-3 · 2025 · External reference
Sleep in the anxiety-related disorders: A meta-analysis of subjective and objective research
10.1016/j.smrv.2020.101282 · 2020 · External reference
Time of day effects on the relationship between daily sleep and anxiety: An ecological momentary assessment approach
10.1016/j.brat.2018.09.008 · 2018 · External reference
State of the science and recommendations for using wearable technology in sleep and circadian research
10.1093/sleep/zsad325 · 2024 · External reference
Use of consumer wearables in health research: Issues and considerations
10.2196/52444 · 2023 · External reference
Efficacy of bright light therapy in perinatal depression: A randomized, double-blind, placebo-controlled study
10.1016/j.jpsychires.2022.02.027 · 2022 · External reference
10.2139/ssrn.4186107
10.2139/ssrn.4186107 · 2022 · External reference
Estradiol and progesterone from pregnancy to postpartum: A longitudinal latent class analysis
10.3389/fgwh.2024.1428494 · 2024 · External reference
Unresolved reference
External reference
The PREGO study: A preconception cohort to better understand perinatal mental health
10.1002/ijop.70086 · 2025 · External reference
Depression in sleep disturbance: A review on a bidirectional relationship, mechanisms and treatment
10.1111/jcmm.14170 · 2019 · External reference
Machine learning models to identify clinically significant anxiety in short-term insomnia using accelerometers
10.1155/da/3082856 · 2025 · External reference
The prevalence of anxiety disorders during pregnancy and the postpartum period: A multivariate Bayesian meta-analysis
10.4088/jcp.18r12527 · 2019 · External reference
The myth of generalisability in clinical research and machine learning in health care
10.1016/s2589-7500(20)30186-2 · 2020 · External reference
Wearable devices for supporting chronic disease self-management: Scoping review
10.2196/55925 · 2024 · External reference
Polysomnographic features of pregnancy: A systematic review
10.1016/j.smrv.2019.101249 · 2020 · External reference
Physiology of circadian entrainment
10.1152/physrev.00009.2009 · 2010 · External reference
Evidence for a coupled oscillator model of endocrine ultradian rhythms
10.1177/0748730418791423 · 2018 · External reference
Assessment of the feasibility of using noninvasive wearable biometric monitoring sensors to detect influenza and the common cold before symptom onset
10.1001/jamanetworkopen.2021.28534 · 2021 · External reference
Longitudinal changes in objective sleep parameters during pregnancy
10.1177/17455057231190952 · 2023 · External reference
Monitoring daily sleep, mood, and affect using digital technologies and wearables: A systematic review
10.3390/s24144701 · 2024 · External reference
Actigraphic monitoring of sleep and circadian rest-activity rhythm in individuals with major depressive disorder or depressive symptoms: A meta-analysis
10.1016/j.jad.2024.05.155 · 2024 · External reference
Unresolved reference
External reference
Sleep and circadian rhythms during pregnancy, social disadvantage, and alterations in brain development in neonates
10.1111/desc.13456 · 2024 · External reference
The role of wearable devices in chronic disease monitoring and patient care: A comprehensive review
10.7759/cureus.68921 · 2024 · External reference
Pregnancy anxiety and prenatal cortisol trajectories
10.1016/j.biopsycho.2014.04.003 · 2014 · External reference
Integrative modeling of accelerometry-derived sleep, physical activity, and circadian rhythm domains with current or remitted major depression
10.1001/jamapsychiatry.2024.1321 · 2024 · External reference
Utilizing wearable device data for syndromic surveillance: A fever detection approach
10.3390/s24061818 · 2024 · External reference
Unresolved reference
2024 · External reference
Biometrics of complete human pregnancy recorded by wearable devices
10.1038/s41746-024-01183-9 · 2024 · External reference
Depression and treatment among U.S. pregnant and nonpregnant women of reproductive age, 2005–2009
10.1089/jwh.2011.3466 · 2012 · External reference
Do changes in subjective sleep and biological rhythms predict worsening in postpartum depressive symptoms? A prospective study across the perinatal period
10.1007/s00737-016-0612-x · 2016 · External reference
Sleep, daily activity rhythms and postpartum mood: A longitudinal study across the perinatal period
10.3109/07420528.2016.1167077 · 2016 · External reference
Reproductive hormone concentrations in pregnancy and neonates: A systematic review
10.1016/j.rbmo.2013.03.009 · 2013 · External reference
Personalizing ecological momentary intervention for substance use disorders through data-driven decision rules
10.3389/fpsyt.2026.1717544 · 2026 · External reference
Parity and sleep patterns during and after pregnancy
10.1016/s0029-7844(99)00486-x · 2000 · External reference
Unresolved reference
1996 · External reference
Circadian and ultradian rhythms: Clinical implications
10.1111/joim.13795 · 2024 · External reference
Accurately predicting mood episodes in mood disorder patients using wearable sleep and circadian rhythm features
10.1038/s41746-024-01333-z · 2024 · External reference
Dim light at night induces depression-like behaviors during the postpartum period through circadian rhythm related pathways in mice
10.1038/s41398-025-03405-4 · 2025 · External reference
The performance of wearable device-based artificial intelligence in detecting depression: Systematic review and meta-analysis
10.2196/85319 · 2026 · External reference
Phenotype clustering in health care: A narrative review for clinicians
10.3389/frai.2022.842306 · 2022 · External reference
Wearable health devices in health care: Narrative systematic review
10.2196/18907 · 2020 · External reference
Pregnancy induces an earlier chronotype in both mice and women
10.1177/0748730419844650 · 2019 · External reference
Detection of COVID-19 using multimodal data from a wearable device: Results from the first TemPredict Study
10.1038/s41598-022-07314-0 · 2022 · External reference
The landscape of pregnancy and prepregnancy cohorts: A scoping review
10.1186/s12884-025-07949-7 · 2025 · External reference
Robust stability of melatonin circadian phase, sleep metrics, and chronotype across months in young adults living in real-world settings
10.1111/jpi.12720 · 2021 · External reference
Toward at-home and wearable monitoring of female hormones: Emerging nanotechnologies and clinical prospects
10.1021/acssensors.4c02877 · 2025 · External reference
10.1146/annurev.psych.49.1.377
10.1146/annurev.psych.49.1.377 · 1998 · External reference
Refreshed academic viewpoint on patient data ownership in digital health context
10.1093/eurpub/ckad160.1201 · 2023 · External reference
Trends in sensor-based health metrics during and after pregnancy: Descriptive data from the apple women’s health study
10.1016/j.xagr.2024.100388 · 2024 · External reference
Wearable devices to monitor and reduce the risk of cardiovascular disease: Evidence and opportunities
10.1146/annurev-med-050919-031534 · 2021 · External reference
Predicting symptoms of depression and anxiety using smartphone and wearable data
10.3389/fpsyt.2021.625247 · 2021 · External reference
Patterns of ownership and usage of wearable devices in the United States, 2020-2022: Survey study
10.2196/56504 · 2024 · External reference
Sleep, light exposure at night, and psychological wellbeing during pregnancy
10.1186/s12889-023-16655-y · 2023 · External reference
Unresolved reference
2014 · External reference
Delayed sleep timing and circadian rhythms in pregnancy and transdiagnostic symptoms associated with postpartum depression
10.1038/s41398-020-0683-3 · 2020 · External reference
Longitudinal assessment of changes in reproductive hormones during normal pregnancy
10.1093/clinchem/37.5.667 · 1991 · External reference
Dim light melatonin onset (DLMO): A tool for the analysis of circadian phase in human sleep and chronobiological disorders
10.1016/j.pnpbp.2006.06.020 · 2007 · External reference
Sleep, rhythms and women’s mood. Part I. Menstrual cycle, pregnancy and postpartum
10.1016/j.smrv.2005.09.003 · 2006 · External reference
Early versus late wake therapy improves mood more in antepartum versus postpartum depression by differentially altering melatonin-sleep timing disturbances
10.1016/j.jad.2018.11.064 · 2019 · External reference
Plasma melatonin circadian rhythm disturbances during pregnancy and postpartum in depressed women and women with personal or family histories of depression
10.1176/appi.ajp.2008.08050709 · 2008 · External reference
Critically-timed sleep + light interventions differentially improve mood in pregnancy vs. postpartum depression by shifting melatonin rhythms
10.1016/j.jad.2022.12.079 · 2023 · External reference
Chronobiological basis of female-specific mood disorders
10.1016/s0893-133x(01)00340-2 · 2001 · External reference
What clinicians should tell patients about wearable devices and data privacy: A narrative review
10.7759/cureus.81167 · 2025 · External reference
Early adverse physiological event detection using commercial wearables: Challenges and opportunities
10.1038/s41746-024-01129-1 · 2024 · External reference
Ultradian rhythms in mammalian physiology and behavior
10.1016/j.conb.2016.07.011 · 2016 · External reference
Clinical phenotypes of perinatal depression and time of symptom onset: Analysis of data from an international consortium
10.1016/s2215-0366(17)30136-0 · 2017 · External reference
Circadian rhythm of heart rate and heart rate variability in pregnancy
10.1038/s44294-025-00107-6 · 2025 · External reference
Deep representation learning identifies associations between physical activity and sleep patterns during pregnancy and prematurity
10.1038/s41746-023-00911-x · 2023 · External reference
Timing of postpartum depressive symptoms
10.5888/pcd20.230107 · 2023 · External reference
Prevalence of perinatal depression in low- and middle-income countries: A systematic review and meta-analysis
10.1001/jamapsychiatry.2023.0069 · 2023 · External reference
Association between maternal perinatal depression and anxiety and child and adolescent development
10.1001/jamapediatrics.2020.2910 · 2020 · External reference
Sleep and perinatal mood disorders: A critical review
10.1139/jpn.0534 · 2005 · External reference
Information theory reveals physiological manifestations of COVID-19 that correlate with symptom density of illness
10.3389/fnetp.2024.1211413 · 2024 · External reference
Validated tools to identify common mental disorders in the perinatal period: A systematic review of systematic reviews
10.1016/j.jad.2021.11.011 · 2022 · External reference
Differential behavioral effects of gonadal steroids in women with and in those without premenstrual syndrome
10.1056/nejm199801223380401 · 1998 · External reference
Hormone concentrations throughout uncomplicated pregnancies: A longitudinal study
10.1186/s12884-016-0937-5 · 2016 · External reference
Serial diurnal salivary cortisol profiles in 667 pregnant women-association with cardiometabolic complications
10.1210/clinem/dgae202 · 2024 · External reference
Changes in and dorsal to the rat suprachiasmatic nucleus during early pregnancy
10.1016/j.neuroscience.2010.08.057 · 2010 · External reference
Personalized machine learning of depressed mood using wearables
10.1038/s41398-021-01445-0 · 2021 · External reference
Circadian rhythms within the female HPG axis: From physiology to etiology
10.1210/endocr/bqab117 · 2021 · External reference
Circadian phase shifts and mood across the perinatal period in women with a history of major depressive disorder: A preliminary communication
10.1016/j.jad.2013.04.046 · 2013 · External reference
Ecological momentary assessment
10.1146/annurev.clinpsy.3.022806.091415 · 2008 · External reference
Prenatal and postpartum depression diagnosis in a large health system: Prevalence and disparities
10.1080/07853890.2023.2281507 · 2023 · External reference
Mild depressive symptoms during the third trimester of pregnancy are associated with disruptions in daily rhythms but not subjective sleep quality
10.1089/jwh.2015.5404 · 2016 · External reference
Longitudinal changes in sleep, biological rhythms, and light exposure from late pregnancy to postpartum and their impact on peripartum mood and anxiety
10.4088/jcp.21m13991 · 2022 · External reference
A wearable sensor system with circadian rhythm stability estimation for prototyping biomedical studies
10.1109/taffc.2015.2511762 · 2016 · External reference
Reproductive hormone sensitivity and risk for depression across the female life cycle: A continuum of vulnerability?
10.1139/jpn.0831 · 2008 · External reference
Circadian rhythm and sleep disruptions in relation to prenatal stress and depression symptoms
10.1080/07420528.2024.2303985 · 2024 · External reference
A brief measure for assessing generalized anxiety disorder: The GAD-7
10.1001/archinte.166.10.1092 · 2006 · External reference
An open-label pilot study of a home wearable light therapy device for postpartum depression
10.1007/s00737-018-0836-z · 2018 · External reference
Chronotherapeutic treatments for psychiatric disorders: A narrative review of recent literature
10.1007/s11920-025-01586-9 · 2025 · External reference
Wearable devices for remote monitoring of chronic diseases: Systematic review
10.2196/74071 · 2026 · External reference
One-year actigraphy study of sleep and rest-activity rhythms as markers of relapse in depression
10.1001/jamapsychiatry.2025.4453 · 2026 · External reference
High-resolution daily profiles of tissue adrenal steroids by portable automated collection
10.1126/scitranslmed.adg8464 · 2023 · External reference
Diurnal and ultradian rhythms in human endocrine function: A minireview
10.1159/000181794 · 1990 · External reference
Diurnal cortisol trajectories from mid-pregnancy to one year after birth
10.1016/j.psyneuen.2025.107664 · 2026 · External reference
Motivations and methods for analyzing pulsatile hormone secretion
10.1210/er.2008-0005 · 2008 · External reference
Sleep-wake timing and chronotype in perinatal periods: Longitudinal changes and associations with insomnia symptoms, sleep-related impairment, and mood from pregnancy to 2 years postpartum
10.1111/jsr.14021 · 2024 · External reference
Circadian rhythm disruption and mental health
10.1038/s41398-020-0694-0 · 2020 · External reference
Screening for perinatal depression with the patient health questionnaire depression scale (PHQ-9): A systematic review and meta-analysis
10.1016/j.genhosppsych.2020.12.007 · 2021 · External reference
Harnessing small-data machine learning for transformative mental health forecasting: Towards precision psychiatry with personalised digital phenotyping
10.1002/mdr2.70017 · 2025 · External reference
Circadian realignment and depressed mood: A systematic review
10.1016/j.smrv.2024.102022 · 2025 · External reference
Postpartum depression: A disorder in search of a definition
10.1007/s00737-009-0119-9 · 2010 · External reference
Onset timing, thoughts of self-harm, and diagnoses in postpartum women with screen-positive depression findings
10.1001/jamapsychiatry.2013.87 · 2013 · External reference
Insights into maternal sleep: A large-scale longitudinal analysis of real-world wearable device data before, during, and after pregnancy
10.1016/j.ebiom.2025.105640 · 2025 · External reference
Trajectories of perinatal depressive symptoms from early pregnancy to six weeks postpartum and their risk factors—A longitudinal study
10.1016/j.jad.2020.07.005 · 2020 · External reference
Exploring the digital footprint of depression: A PRISMA systematic literature review of the empirical evidence
10.1186/s12888-022-04013-y · 2022 · External reference
The comprehensive clinical benefits of digital phenotyping: From broad adoption to full impact
10.1038/s41746-025-01602-5 · 2025 · External reference