Sleep Tracking of a Commercially Available Smart Ring and Smartwatch Against Medical-Grade Actigraphy in Everyday Settings: Instrument Validation Study

Journals

1. Niela-Vilén H, Auxier J, Ekholm E, Sarhaddi F, Asgari Mehrabadi M, Mahmoudzadeh A, Azimi I, Liljeberg P, Rahmani A, Axelin A, Ryckman K. Pregnant women’s daily patterns of well-being before and during the COVID-19 pandemic in Finland: Longitudinal monitoring through smartwatch technology. PLOS ONE 2021;16(2):e0246494 View
2. Yunusova A, Lai J, Rivera A, Hu S, Labbaf S, Rahmani A, Dutt N, Jain R, Borelli J. Assessing the Mental Health of Emerging Adults Through a Mental Health App: Protocol for a Prospective Pilot Study. JMIR Research Protocols 2021;10(3):e25775 View
3. Sarhaddi F, Azimi I, Labbaf S, Niela-Vilén H, Dutt N, Axelin A, Liljeberg P, Rahmani A. Long-Term IoT-Based Maternal Monitoring: System Design and Evaluation. Sensors 2021;21(7):2281 View
4. Aqajari S, Cao R, Kasaeyan Naeini E, Calderon M, Zheng K, Dutt N, Liljeberg P, Salanterä S, Nelson A, Rahmani A. Pain Assessment Tool With Electrodermal Activity for Postoperative Patients: Method Validation Study. JMIR mHealth and uHealth 2021;9(5):e25258 View
5. Sipilä R, Kalso E. Sleep Well and Recover Faster with Less Pain—A Narrative Review on Sleep in the Perioperative Period. Journal of Clinical Medicine 2021;10(9):2000 View
6. Lai J, Rahmani A, Yunusova A, Rivera A, Labbaf S, Hu S, Dutt N, Jain R, Borelli J. Using Multimodal Assessments to Capture Personalized Contexts of College Student Well-being in 2020: Case Study. JMIR Formative Research 2021;5(5):e26186 View
7. Massar S, Chua X, Soon C, Ng A, Ong J, Chee N, Lee T, Ghosh A, Chee M. Trait-like nocturnal sleep behavior identified by combining wearable, phone-use, and self-report data. npj Digital Medicine 2021;4(1) View
8. Micarelli A, Viziano A, Pistillo R, Granito I, Micarelli B, Alessandrini M. Sleep Performance and Chronotype Behavior in Unilateral Vestibular Hypofunction. The Laryngoscope 2021;131(10):2341 View
9. Ong J, Lau T, Karsikas M, Kinnunen H, Chee M. A longitudinal analysis of COVID-19 lockdown stringency on sleep and resting heart rate measures across 20 countries. Scientific Reports 2021;11(1) View
10. Baka T, Simko F. Monitoring Non-dipping Heart Rate by Consumer-Grade Wrist-Worn Devices: An Avenue for Cardiovascular Risk Assessment in Hypertension. Frontiers in Cardiovascular Medicine 2021;8 View
11. Bartholomew J, Gilligan C, Spence A. Contemporary Variables that Impact Sleep and Development in Female Adolescent Swimmers and Gymnasts. Sports Medicine - Open 2021;7(1) View
12. Kazemi K, Laitala J, Azimi I, Liljeberg P, Rahmani A. Robust PPG Peak Detection Using Dilated Convolutional Neural Networks. Sensors 2022;22(16):6054 View
13. Niela-Vilen H, Azimi I, Suorsa K, Sarhaddi F, Stenholm S, Liljeberg P, Rahmani A, Axelin A. Comparison of Oura Smart Ring Against ActiGraph Accelerometer for Measurement of Physical Activity and Sedentary Time in a Free-Living Context. CIN: Computers, Informatics, Nursing 2022;40(12):856 View
14. Bardot S, Rey B, Audette L, Fan K, Huang D, Li J, Li W, Irani P. One Ring to Rule Them All. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2022;6(3):1 View
15. Ghosh A, Nag S, Gomes A, Gosavi A, Ghule G, Kundu A, Purohit B, Srivastava R. Applications of Smart Material Sensors and Soft Electronics in Healthcare Wearables for Better User Compliance. Micromachines 2022;14(1):121 View
16. Hsu J. Personalized Digital Health Beyond the Pandemic. The Journal for Nurse Practitioners 2022;18(7):709 View
17. Wang H, Ma M. PhysiQ. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2022;6(4):1 View
18. Müller R, Kuhn E, Ranisch R, Hunger J, Primc N. Ethics of sleep tracking: techno-ethical particularities of consumer-led sleep-tracking with a focus on medicalization, vulnerability, and relationality. Ethics and Information Technology 2023;25(1) View
19. Browne J, Boland D, Baum J, Ikemiya K, Harris Q, Phillips M, Neufeld E, Gomez D, Goldman P, Dolezal B. Lifestyle Modification Using a Wearable Biometric Ring and Guided Feedback Improve Sleep and Exercise Behaviors: A 12-Month Randomized, Placebo-Controlled Study. Frontiers in Physiology 2021;12 View
20. Chakrabarti S, Biswas N, Jones L, Kesari S, Ashili S. Smart Consumer Wearables as Digital Diagnostic Tools: A Review. Diagnostics 2022;12(9):2110 View
21. Auxier J, Asgari Mehrabadi M, Rahmani A, Axelin A. A Descriptive Comparative Pilot Study: Association Between Use of a Self-monitoring Device and Sleep and Stress Outcomes in Pregnancy. CIN: Computers, Informatics, Nursing 2023;41(6):457 View
22. Rafl J, Bachman T, Rafl-Huttova V, Walzel S, Rozanek M. Commercial smartwatch with pulse oximeter detects short-time hypoxemia as well as standard medical-grade device: Validation study. DIGITAL HEALTH 2022;8:205520762211321 View
23. Mousavi Z, Lai J, Simon K, Rivera A, Yunusova A, Hu S, Labbaf S, Jafarlou S, Dutt N, Jain R, Rahmani A, Borelli J. Sleep Patterns and Affect Dynamics Among College Students During the COVID-19 Pandemic: Intensive Longitudinal Study. JMIR Formative Research 2022;6(8):e33964 View
24. Cao R, Azimi I, Sarhaddi F, Niela-Vilen H, Axelin A, Liljeberg P, Rahmani A. Accuracy Assessment of Oura Ring Nocturnal Heart Rate and Heart Rate Variability in Comparison With Electrocardiography in Time and Frequency Domains: Comprehensive Analysis. Journal of Medical Internet Research 2022;24(1):e27487 View
25. Kristiansson E, Fridolfsson J, Arvidsson D, Holmäng A, Börjesson M, Andersson-Hall U. Validation of Oura ring energy expenditure and steps in laboratory and free-living. BMC Medical Research Methodology 2023;23(1) View
26. Jimah T, Borg H, Kehoe P, Pimentel P, Turner A, Labbaf S, Asgari Mehrabadi M, Rahmani A, Dutt N, Guo Y. A Technology-Based Pregnancy Health and Wellness Intervention (Two Happy Hearts): Case Study. JMIR Formative Research 2021;5(11):e30991 View
27. Saganowski S, Komoszyńska J, Behnke M, Perz B, Kunc D, Klich B, Kaczmarek Ł, Kazienko P. Emognition dataset: emotion recognition with self-reports, facial expressions, and physiology using wearables. Scientific Data 2022;9(1) View
28. Patel V, Chesmore A, Legner C, Pandey S. Trends in Workplace Wearable Technologies and Connected‐Worker Solutions for Next‐Generation Occupational Safety, Health, and Productivity. Advanced Intelligent Systems 2022;4(1) View
29. Martenstyn J, Jeacocke N, Pittman J, Touyz S, Maguire S. Treatment Considerations for Compulsive Exercise in High-Performance Athletes with an Eating Disorder. Sports Medicine - Open 2022;8(1) View
30. Shama H, Gabinet N, Tzischinsky O, Portnov B. Monitoring sleep in real-world conditions using low-cost technology tools. Biological Rhythm Research 2023;54(2):232 View
31. Gabinet N, Portnov B. Investigating the combined effect of ALAN and noise on sleep by simultaneous real-time monitoring using low-cost smartphone devices. Environmental Research 2022;214:113941 View
32. Helakari H, Korhonen V, Holst S, Piispala J, Kallio M, Väyrynen T, Huotari N, Raitamaa L, Tuunanen J, Kananen J, Järvelä M, Tuovinen T, Raatikainen V, Borchardt V, Kinnunen H, Nedergaard M, Kiviniemi V. Human NREM Sleep Promotes Brain-Wide Vasomotor and Respiratory Pulsations. The Journal of Neuroscience 2022;42(12):2503 View
33. Kheirinejad S, Visuri A, Ferreira D, Hosio S. “Leave your smartphone out of bed”: quantitative analysis of smartphone use effect on sleep quality. Personal and Ubiquitous Computing 2023;27(2):447 View
34. Jafarlou S, Lai J, Azimi I, Mousavi Z, Labbaf S, Jain R, Dutt N, Borelli J, Rahmani A. Objective Prediction of Next-Day’s Affect Using Multimodal Physiological and Behavioral Data: Algorithm Development and Validation Study. JMIR Formative Research 2023;7:e39425 View
35. Auxier J, Savolainen K, Bender M, Rahmani A, Sarhaddi F, Azimi I, Axelin A. Exploring Access as a Process of Adaptation in a Self-Monitoring Perinatal eHealth System: Mixed Methods Study From a Sociomaterial Perspective. JMIR Formative Research 2023;7:e44385 View
36. Nauha L, Farrahi V, Jurvelin H, Jämsä T, Niemelä M, Kangas M, Korpelainen R. Comparison and agreement between device-estimated and self-reported sleep periods in adults. Annals of Medicine 2023;55(1) View
37. Micarelli A, Viziano A, Arena M, Misici I, Di Benedetto A, Carbini V, Micarelli B, Alessandrini M. Changes in sleep performance and chronotype behaviour after vestibular rehabilitation in unilateral vestibular hypofunction. The Journal of Laryngology & Otology 2023;137(12):1349 View
38. Cho E, Kim S, Heo S, Shin J, Hwang S, Kwon E, Lee S, Kim S, Kang B. Machine learning-based predictive models for the occurrence of behavioral and psychological symptoms of dementia: model development and validation. Scientific Reports 2023;13(1) View
39. Concheiro-Moscoso P, Groba B, Alvarez-Estevez D, Miranda-Duro M, Pousada T, Nieto-Riveiro L, Mejuto-Muiño F, Pereira J. Quality of Sleep Data Validation From the Xiaomi Mi Band 5 Against Polysomnography: Comparison Study. Journal of Medical Internet Research 2023;25:e42073 View
40. Gaiduk M, Seepold R, Martínez Madrid N, Ortega J. Assessing the Feasibility of Replacing Subjective Questionnaire-Based Sleep Measurement with an Objective Approach Using a Smartwatch. Sensors 2023;23(13):6145 View
41. Naeini E, Sarhaddi F, Azimi I, Liljeberg P, Dutt N, Rahmani A. A Deep Learning–based PPG Quality Assessment Approach for Heart Rate and Heart Rate Variability. ACM Transactions on Computing for Healthcare 2023;4(4):1 View
42. Mortazavi B, Martinez-Brockman J, Tessier-Sherman B, Burg M, Miller M, Nowroozilarki Z, Adams O, Maharaj R, Nazario C, Nunez M, Nunez-Smith M, Spatz E, Pant Pai N. Classification of blood pressure during sleep impacts designation of nocturnal nondipping. PLOS Digital Health 2023;2(6):e0000267 View
43. Silva J, Soares A, Barbosa Filho V, Mota J, Silva L, Oliveira T, Tassitano R. Physical activity, sedentary behavior and sleep measured by smartwatch: a scoping review protocol. Revista Brasileira de Atividade Física & Saúde 2023;28:1 View
44. Sarhaddi F, Azimi I, Niela-Vilen H, Axelin A, Liljeberg P, Rahmani A. Maternal Social Loneliness Detection Using Passive Sensing Through Continuous Monitoring in Everyday Settings: Longitudinal Study. JMIR Formative Research 2023;7:e47950 View
45. Jang H, Lee S, Son Y, Seo S, Baek Y, Mun S, Kim H, Kim I, Kim J. Exploring Variations in Sleep Perception: Comparative Study of Chatbot Sleep Logs and Fitbit Sleep Data. JMIR mHealth and uHealth 2023;11:e49144 View
46. Radtke M, Steinberg F, Scherr R. Methods for Assessing Health Outcomes Associated with Food Insecurity in the United States College Student Population: A Narrative Review. Advances in Nutrition 2024;15(1):100131 View
47. Masoumian Hosseini M, Masoumian Hosseini S, Qayumi K, Hosseinzadeh S, Sajadi Tabar S. Smartwatches in healthcare medicine: assistance and monitoring; a scoping review. BMC Medical Informatics and Decision Making 2023;23(1) View
48. Kennedy K, Wills C, Holt C, Grandner M. A randomized, sham-controlled trial of a novel near-infrared phototherapy device on sleep and daytime function. Journal of Clinical Sleep Medicine 2023;19(9):1669 View
49. Helakari H, Järvelä M, Väyrynen T, Tuunanen J, Piispala J, Kallio M, Ebrahimi S, Poltojainen V, Kananen J, Elabasy A, Huotari N, Raitamaa L, Tuovinen T, Korhonen V, Nedergaard M, Kiviniemi V. Effect of sleep deprivation and NREM sleep stage on physiological brain pulsations. Frontiers in Neuroscience 2023;17 View
50. Erdélyi A, Pálfi E, Tűű L, Nas K, Szűcs Z, Török M, Jakab A, Várbíró S. The Importance of Nutrition in Menopause and Perimenopause—A Review. Nutrients 2023;16(1):27 View
51. Dowdeswell B, Sinha R, Kuo M, Seet B, Hoseini A, Ghaffarianhoseini A, Sabit H. Healthcare in Asymmetrically Smart Future Environments: Applications, Challenges and Open Problems. Electronics 2023;13(1):115 View
52. Jafarzadeh Esfahani M, Sikder N, ter Horst R, Daraie A, Appel K, Weber F, Bevelander K, Dresler M. Citizen neuroscience: Wearable technology and open software to study the human brain in its natural habitat. European Journal of Neuroscience 2024;59(5):948 View
53. Seol J, Chiba S, Kawana F, Tsumoto S, Masaki M, Tominaga M, Amemiya T, Tani A, Hiei T, Yoshimine H, Kondo H, Yanagisawa M. Validation of sleep-staging accuracy for an in-home sleep electroencephalography device compared with simultaneous polysomnography in patients with obstructive sleep apnea. Scientific Reports 2024;14(1) View
54. Bini C, Hjelm C, Hellström A, Årestedt K, Broström A, Sandlund C. How patients with insomnia interpret and respond to the consensus sleep diary: a cognitive interview study. Journal of Patient-Reported Outcomes 2024;8(1) View
55. Yoshida Y, Yuda E. Verify of Left and Right Differences in Sleep Index using the Ring-type Sensor. Advances in Science, Technology and Engineering Systems Journal 2024;9(1):9 View
56. Bloomfield L, Fudolig M, Kim J, Llorin J, Lovato J, McGinnis E, McGinnis R, Price M, Ricketts T, Dodds P, Stanton K, Danforth C, Simões de Almeida R. Predicting stress in first-year college students using sleep data from wearable devices. PLOS Digital Health 2024;3(4):e0000473 View
57. Breus M, Hooper S, Lynch T, Barragan M, Hausenblas H. Effectiveness of a grid mattress on adults' sleep quality and health: A quasi‐experimental intervention study. Health Science Reports 2024;7(4) View
58. Marhefkova N, Sládek M, Sumová A, Dubsky M. Circadian dysfunction and cardio-metabolic disorders in humans. Frontiers in Endocrinology 2024;15 View
59. Xu Y, Wang S, Wan Y, Su P, Tao F, Sun Y. Association of sleep fragmentation with general and abdominal obesity: a population-based longitudinal study. International Journal of Obesity 2024 View
60. Martin J, Hart N, Bradford N, Naumann F, Pinkham M, Pinkham E, Holland J. Exercise as a non-pharmacological intervention for the management of sleep disturbance in primary brain tumour survivors and their caregivers: A study protocol of a clinical trial. JSAMS Plus 2024;3:100059 View
61. Jafarlou S, Azimi I, Lai J, Wang Y, Labbaf S, Nguyen B, Qureshi H, Marcotullio C, Borelli J, Dutt N, Rahmani A, Chang L. Objective monitoring of loneliness levels using smart devices: A multi-device approach for mental health applications. PLOS ONE 2024;19(6):e0298949 View
62. Kato T, Nguyen T, Takahashi H. Sleep-Mask-Type Pulse Wave and Respiration Rate Sensor Using a MEMS-Based Differential Pressure Sensing Element. IEEE Sensors Journal 2024;24(13):20402 View

Books/Policy Documents

1. Pandey V, Rostami A, Nag N, Jain R. Pattern Recognition. ICPR International Workshops and Challenges. View
2. Keenan S, Hirshkowitz M. Encyclopedia of Sleep and Circadian Rhythms. View
3. Abdalazim N, Larraza J, Alchieri L, Alecci L, Santini S, Gashi S. Pervasive Computing Technologies for Healthcare. View
4. Polo-Rodríguez A, Romero-Sanchez J, Fernández -García E, Paloma-Castro O, Porcel-Gálvez A, Medina-Quero J. Proceedings of the 15th International Conference on Ubiquitous Computing & Ambient Intelligence (UCAmI 2023). View