This paper is in the following e-collection/theme issue:

JMIR Theme Issue: COVID-19 Special Issue (2458) Digital Contact Tracing, Digital Proximity Tracing, Precision Public Health (148) Hygiene and Infection Prevention (324) Infectious Diseases (non-STD/STI) (1584) Outbreak and Pandemic Preparedness and Management (1738) Theme Issue: Novel Coronavirus (COVID-19) Outbreak Rapid Reports (1520) mHealth for Wellness, Behavior Change and Prevention (2911)

Published on in Vol 22, No 9 (2020): September

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/19992, first published .
Using Smartphones and Wearable Devices to Monitor Behavioral Changes During COVID-19

Using Smartphones and Wearable Devices to Monitor Behavioral Changes During COVID-19

Using Smartphones and Wearable Devices to Monitor Behavioral Changes During COVID-19

Authors of this article:

Shaoxiong Sun1 Author Orcid Image ;   Amos A Folarin1, 2 Author Orcid Image ;   Yatharth Ranjan1 Author Orcid Image ;   Zulqarnain Rashid1 Author Orcid Image ;   Pauline Conde1 Author Orcid Image ;   Callum Stewart1 Author Orcid Image ;   Nicholas Cummins3 Author Orcid Image ;   Faith Matcham4 Author Orcid Image ;   Gloria Dalla Costa5 Author Orcid Image ;   Sara Simblett6 Author Orcid Image ;   Letizia Leocani5 Author Orcid Image ;   Femke Lamers7 Author Orcid Image ;   Per Soelberg Sørensen8 Author Orcid Image ;   Mathias Buron8 Author Orcid Image ;   Ana Zabalza9 Author Orcid Image ;   Ana Isabel Guerrero Pérez9 Author Orcid Image ;   Brenda WJH Penninx7 Author Orcid Image ;   Sara Siddi10, 11, 12 Author Orcid Image ;   Josep Maria Haro10, 11, 12 Author Orcid Image ;   Inez Myin-Germeys13 Author Orcid Image ;   Aki Rintala13 Author Orcid Image ;   Til Wykes6, 14 Author Orcid Image ;   Vaibhav A Narayan15 Author Orcid Image ;   Giancarlo Comi16 Author Orcid Image ;   Matthew Hotopf4, 14 Author Orcid Image ;   Richard JB Dobson1, 2 Author Orcid Image ;   RADAR-CNS Consortium17
Article Authors Cited by (141) Tweetations (71) Metrics

Journals

  1. Toprak Celenay S, Karaaslan Y, Mete O, Ozer Kaya D. Coronaphobia, musculoskeletal pain, and sleep quality in stay-at home and continued-working persons during the 3-month Covid-19 pandemic lockdown in Turkey. Chronobiology International 2020:1 View
  2. Sommerlad A, Marston L, Huntley J, Livingston G, Lewis G, Steptoe A, Fancourt D. Social relationships and depression during the COVID-19 lockdown: longitudinal analysis of the COVID-19 Social Study. Psychological Medicine 2022;52(15):3381 View
  3. Wang Y, Zhang Y, Bennell K, White D, Wei J, Wu Z, He H, Liu S, Luo X, Hu S, Zeng C, Lei G. Physical Distancing Measures and Walking Activity in Middle-aged and Older Residents in Changsha, China, During the COVID-19 Epidemic Period: Longitudinal Observational Study. Journal of Medical Internet Research 2020;22(10):e21632 View
  4. Cummins N, Schuller B. Five Crucial Challenges in Digital Health. Frontiers in Digital Health 2020;2 View
  5. Mirelman A, Dorsey E, Brundin P, Bloem B, Mirelman A, Dorsey E, Brundin P, Bloem B. Using Technology to Reshape Clinical Care and Research in Parkinson’s Disease. Journal of Parkinson's Disease 2021;11(s1):S1 View
  6. Camacho-Rivera M, Islam J, Rivera A, Vidot D. Attitudes Toward Using COVID-19 mHealth Tools Among Adults With Chronic Health Conditions: Secondary Data Analysis of the COVID-19 Impact Survey. JMIR mHealth and uHealth 2020;8(12):e24693 View
  7. Zhang Y, Folarin A, Sun S, Cummins N, Bendayan R, Ranjan Y, Rashid Z, Conde P, Stewart C, Laiou P, Matcham F, White K, Lamers F, Siddi S, Simblett S, Myin-Germeys I, Rintala A, Wykes T, Haro J, Penninx B, Narayan V, Hotopf M, Dobson R. Relationship Between Major Depression Symptom Severity and Sleep Collected Using a Wristband Wearable Device: Multicenter Longitudinal Observational Study. JMIR mHealth and uHealth 2021;9(4):e24604 View
  8. Genta F, Rodrigues Neto G, Sunfeld J, Porto J, Xavier A, Moreno C, Lorenzi-Filho G, Genta P. COVID-19 pandemic impact on sleep habits, chronotype, and health-related quality of life among high school students: a longitudinal study. Journal of Clinical Sleep Medicine 2021;17(7):1371 View
  9. Hoeben E, Bernasco W, Suonperä Liebst L, van Baak C, Rosenkrantz Lindegaard M, Seale H. Social distancing compliance: A video observational analysis. PLOS ONE 2021;16(3):e0248221 View
  10. Wickersham A, Carr E, Hunt R, Davis J, Hotopf M, Fear N, Downs J, Leightley D. Changes in Physical Activity among United Kingdom University Students Following the Implementation of Coronavirus Lockdown Measures. International Journal of Environmental Research and Public Health 2021;18(6):2792 View
  11. Azuma K, Nojiri T, Kawashima M, Hanai A, Ayaki M, Tsubota K, Apolzan J. Possible favorable lifestyle changes owing to the coronavirus disease 2019 (COVID-19) pandemic among middle-aged Japanese women: An ancillary survey of the TRF-Japan study using the original “Taberhythm” smartphone app. PLOS ONE 2021;16(3):e0248935 View
  12. Hirose T, Sawaya Y, Shiba T, Ishizaka M, Onoda K, Kubo A, Urano T. Characteristics of patients discontinuing outpatient services under long-term care insurance and its effect on frailty during COVID-19. PeerJ 2021;9:e11160 View
  13. Hasegawa Y, Takahashi F, Hashimoto Y, Munekawa C, Hosomi Y, Okamura T, Okada H, Senmaru T, Nakanishi N, Majima S, Ushigome E, Hamaguchi M, Yamazaki M, Fukui M. Effect of COVID-19 Pandemic on the Change in Skeletal Muscle Mass in Older Patients with Type 2 Diabetes: A Retrospective Cohort Study. International Journal of Environmental Research and Public Health 2021;18(8):4188 View
  14. Oh-Park M, Lew H, Raghavan P. Telerehabilitation for Geriatrics. Physical Medicine and Rehabilitation Clinics of North America 2021;32(2):291 View
  15. Henriksen A, Johannessen E, Hartvigsen G, Grimsgaard S, Hopstock L. Consumer-Based Activity Trackers as a Tool for Physical Activity Monitoring in Epidemiological Studies During the COVID-19 Pandemic: Development and Usability Study. JMIR Public Health and Surveillance 2021;7(4):e23806 View
  16. Cosoli G, Scalise L, Poli A, Spinsante S. Wearable devices as a valid support for diagnostic excellence: lessons from a pandemic going forward. Health and Technology 2021;11(3):673 View
  17. Suruliraj B, Bessenyei K, Bagnell A, McGrath P, Wozney L, Orji R, Meier S. Mobile Sensing Apps and Self-management of Mental Health During the COVID-19 Pandemic: Web-Based Survey. JMIR Formative Research 2021;5(4):e24180 View
  18. Zheng Y, Wang W, Zhong Y, Wu F, Zhu Z, Tham Y, Lamoureux E, Xiao L, Zhu E, Liu H, Jin L, Liang L, Luo L, He M, Morgan I, Congdon N, Liu Y. A Peer-to-Peer Live-Streaming Intervention for Children During COVID-19 Homeschooling to Promote Physical Activity and Reduce Anxiety and Eye Strain: Cluster Randomized Controlled Trial. Journal of Medical Internet Research 2021;23(4):e24316 View
  19. Snoeijer B, Burger M, Sun S, Dobson R, Folarin A. Measuring the effect of Non-Pharmaceutical Interventions (NPIs) on mobility during the COVID-19 pandemic using global mobility data. npj Digital Medicine 2021;4(1) View
  20. Oved S, Mofaz M, Lan A, Einat H, Kronfeld-Schor N, Yamin D, Shmueli E. Differential effects of COVID-19 lockdowns on well-being: interaction between age, gender and chronotype. Journal of The Royal Society Interface 2021;18(179):20210078 View
  21. Zhang Y, Folarin A, Sun S, Cummins N, Ranjan Y, Rashid Z, Conde P, Stewart C, Laiou P, Matcham F, Oetzmann C, Lamers F, Siddi S, Simblett S, Rintala A, Mohr D, Myin-Germeys I, Wykes T, Haro J, Penninx B, Narayan V, Annas P, Hotopf M, Dobson R. Predicting Depressive Symptom Severity Through Individuals’ Nearby Bluetooth Device Count Data Collected by Mobile Phones: Preliminary Longitudinal Study. JMIR mHealth and uHealth 2021;9(7):e29840 View
  22. Zhang W, Li J, Wen Y, Luo Y. Toward a Wearable Crowdsource System to Monitor Respiratory Symptoms for Pandemic Early Warning. IEEE Network 2021;35(3):56 View
  23. Jang S, Jung Y, Lee M, Kim J, Kim B, Suh B, Kim E. Evaluation of changes in skin characteristics due to the poor quality of sleep caused by smartphone usage. Journal of Cosmetic Dermatology 2022;21(4):1656 View
  24. Sooriyaarachchi P, V Francis T, King N, Jayawardena R. Increased physical inactivity and weight gain during the COVID-19 pandemic in Sri Lanka: An online cross-sectional survey. Diabetes & Metabolic Syndrome: Clinical Research & Reviews 2021;15(4):102185 View
  25. Baquerizo-Sedano L, Chaquila J, Aguilar L, Ordovás J, González-Muniesa P, Garaulet M. Anti-COVID-19 measures threaten our healthy body weight: Changes in sleep and external synchronizers of circadian clocks during confinement. Clinical Nutrition 2022;41(12):2988 View
  26. Pachiyappan T, V. Kumar K, Mark P, Venugopal R, Jilumudi D, Palanisamy B. A Study on the Histological and Biochemical Effects of Long-Term Exposure of 4G LTE Radiation Emitted by Mobile Phone on The Liver of Wistar Rats. Asian Journal of Pharmaceutical Research and Health Care 2020;13(2):139 View
  27. Watson K, Whitfield G, Huntzicker G, Omura J, Ussery E, Chen T, Fanfair R. Cross-sectional study of changes in physical activity behavior during the COVID-19 pandemic among US adults. International Journal of Behavioral Nutrition and Physical Activity 2021;18(1) View
  28. Kriara L, Hipp J, Chatham C, Nobbs D, Slater D, Lipsmeier F, Lindemann M. Beacon-Based Remote Measurement of Social Behavior in ASD Clinical Trials: A Technical Feasibility Assessment. Sensors 2021;21(14):4664 View
  29. 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
  30. Hassankhani M, Alidadi M, Sharifi A, Azhdari A. Smart City and Crisis Management: Lessons for the COVID-19 Pandemic. International Journal of Environmental Research and Public Health 2021;18(15):7736 View
  31. Ataka T, Kimura N, Eguchi A, Matsubara E. Changes in objectively measured lifestyle factors during the COVID-19 pandemic in community-dwelling older adults. BMC Geriatrics 2022;22(1) View
  32. Zieschang T, Otto-Sobotka F, Shakoor A, Lau S, Hackbarth M, Koschate J. The impact of pandemic-related social distancing regulations on exercise performance—Objective data and training recommendations to mitigate losses in physical fitness. Frontiers in Public Health 2023;11 View
  33. Konsolakis K, Banos O, Cabrita M, Hermens H. COVID-BEHAVE dataset: measuring human behaviour during the COVID-19 pandemic. Scientific Data 2022;9(1) View
  34. Saini G, Budhwar V, Choudhary M. Review on people’s trust on home use medical devices during Covid-19 pandemic in India. Health and Technology 2022;12(2):527 View
  35. Gollwitzer M, Platzer C, Göritz A, Zwarg C, Twardawski M. Does Lockdown Compliance Reflect a Latent Trait?. Social Psychological and Personality Science 2022;13(4):884 View
  36. White K, Williamson C, Bergou N, Oetzmann C, de Angel V, Matcham F, Henderson C, Hotopf M. A systematic review of engagement reporting in remote measurement studies for health symptom tracking. npj Digital Medicine 2022;5(1) View
  37. Basuodan R, Bin sheeha B, Basoudan N, Abdljabbarl N, Aldhahi M. Tele-Physical Activity Promotion Program among College Students during the COVID-19 Pandemic. Medicina 2023;59(2):332 View
  38. Neculicioiu V, Colosi I, Costache C, Sevastre-Berghian A, Clichici S. Time to Sleep?—A Review of the Impact of the COVID-19 Pandemic on Sleep and Mental Health. International Journal of Environmental Research and Public Health 2022;19(6):3497 View
  39. Auld G, Bernstein S, Cashore B, Levin K. Managing pandemics as super wicked problems: lessons from, and for, COVID-19 and the climate crisis. Policy Sciences 2021;54(4):707 View
  40. Hamasaki H. Daily Physical Activity and Sleep Measured by Wearable Activity Trackers during the Coronavirus Disease 2019 Pandemic: A Lesson for Preventing Physical Inactivity during Future Pandemics. Applied Sciences 2021;11(21):9956 View
  41. Li S, Halabi R, Selvarajan R, Woerner M, Fillipo I, Banerjee S, Mosser B, Jain F, Areán P, Pratap A. Recruitment and Retention in Remote Research: Learnings From a Large, Decentralized Real-world Study. JMIR Formative Research 2022;6(11):e40765 View
  42. Bedi J, Vijay D, Dhaka P, Singh Gill J, Barbuddhe S. Emergency preparedness for public health threats, surveillance, modelling & forecasting. Indian Journal of Medical Research 2021;153(3):287 View
  43. Forbes P, Pronizius E, Feneberg A, Nater U, Piperno G, Silani G, Stijovic A, Lamm C. The effects of social interactions on momentary stress and mood during COVID‐19 lockdowns. British Journal of Health Psychology 2023;28(2):306 View
  44. Brichetto G, Tacchino A, Leocani L, Kos D. Impact of Covid-19 emergency on rehabilitation services for Multiple Sclerosis: An international RIMS survey. Multiple Sclerosis and Related Disorders 2022;67:104179 View
  45. Sun S, Folarin A, Zhang Y, Cummins N, Liu S, Stewart C, Ranjan Y, Rashid Z, Conde P, Laiou P, Sankesara H, Dalla Costa G, Leocani L, Sørensen P, Magyari M, Guerrero A, Zabalza A, Vairavan S, Bailon R, Simblett S, Myin-Germeys I, Rintala A, Wykes T, Narayan V, Hotopf M, Comi G, Dobson R. The utility of wearable devices in assessing ambulatory impairments of people with multiple sclerosis in free-living conditions. Computer Methods and Programs in Biomedicine 2022;227:107204 View
  46. de Fazio R, Sponziello A, Cafagna D, Velazquez R, Visconti P. An overview of technologies and devices against COVID-19 pandemic diffusion: virus detection and monitoring solutions. International Journal on Smart Sensing and Intelligent Systems 2021;14(1):1 View
  47. Valencia I, Berg A, Hirsch L, Lopez M, Melmed K, Rosengard J, Tatum W, Jobst B. Epilepsy and COVID 2021. Epilepsy Currents 2022;22(6):398 View
  48. Cervera-Martínez J, Atienza-Carbonell B, Mota J, Bobes-Bascarán T, Crespo-Facorro B, Esteban C, García-Portilla M, Gomes-da-Costa S, González-Pinto A, Jaén-Moreno M, Sarramea F, Vieta E, Zorrilla I, Tabarés-Seisdedos R, Kapczinski F, De Boni R, Balanzá-Martínez V. Lifestyle changes and mental health during the COVID-19 pandemic: A repeated, cross-sectional web survey. Journal of Affective Disorders 2021;295:173 View
  49. Liu R, Menhas R, Dai J, Saqib Z, Peng X. Fitness Apps, Live Streaming Workout Classes, and Virtual Reality Fitness for Physical Activity During the COVID-19 Lockdown: An Empirical Study. Frontiers in Public Health 2022;10 View
  50. Sawada T, Okawara H, Nakashima D, Iwabuchi S, Matsumoto M, Nakamura M, Nagura T. Effects of alternating heat and cold stimulation using a wearable thermo-device on subjective and objective shoulder stiffness. Journal of Physiological Anthropology 2022;41(1) View
  51. Rangel T, Saul T, Bindler R, Roney J, Penders R, Faulkner R, Miller L, Sperry M, James L, Wilson M. Exercise, diet, and sleep habits of nurses working full-time during the COVID-19 pandemic: An observational study. Applied Nursing Research 2023;69:151665 View
  52. Yeung A, Kulnik S, Parvanov E, Fassl A, Eibensteiner F, Völkl-Kernstock S, Kletecka-Pulker M, Crutzen R, Gutenberg J, Höppchen I, Niebauer J, Smeddinck J, Willschke H, Atanasov A. Research on Digital Technology Use in Cardiology: Bibliometric Analysis. Journal of Medical Internet Research 2022;24(5):e36086 View
  53. Park A, Zhong S, Yang H, Jeong J, Lee C. Impact of COVID-19 on physical activity: A rapid review. Journal of Global Health 2022;12 View
  54. Ko C, Chuang H, Wu S, Yu S, Chang Y, Chang C, Wu C. Changes of sarcopenia case finding by different Asian Working Group for Sarcopenia in community indwelling middle-aged and old people. Frontiers in Medicine 2022;9 View
  55. Zaratin P, Vermersch P, Amato M, Brichetto G, Coetzee T, Cutter G, Edan G, Giovannoni G, Gray E, Hartung H, Hobart J, Helme A, Hyde R, Khan U, Leocani L, Mantovani L, McBurney R, Montalban X, Penner I, Uitdehaag B, Valentine P, Weiland H, Bertorello D, Battaglia M, Baneke P, Comi G. The agenda of the global patient reported outcomes for multiple sclerosis (PROMS) initiative: Progresses and open questions. Multiple Sclerosis and Related Disorders 2022;61:103757 View
  56. Lan A, Kotler D, Kronfeld-Schor N, Stukalin Y, Einat H. Changes in sleep patterns of college students in Israel during COVID-19 lockdown, a sleep diaries study. Sleep and Biological Rhythms 2022;20(2):309 View
  57. Wood S, Pickel J, Phillips A, Baber K, Chuo J, Maleki P, Faust H, Petsis D, Apple D, Dowshen N, Schwartz L. Acceptability, Feasibility, and Quality of Telehealth for Adolescent Health Care Delivery During the COVID-19 Pandemic: Cross-sectional Study of Patient and Family Experiences. JMIR Pediatrics and Parenting 2021;4(4):e32708 View
  58. Wu C, Fritz H, Miller M, Craddock C, Kinney K, Castelli D, Schnyer D. Exploring Post COVID-19 Outbreak Intradaily Mobility Pattern Change in College Students: A GPS-Focused Smartphone Sensing Study. Frontiers in Digital Health 2021;3 View
  59. Alcoceba-Herrero I, Coco-Martín M, Leal-Vega L, Martín-Gutiérrez A, Peña-de Diego L, Dueñas-Gutiérrez C, de Castro-Rodríguez F, Royuela-Ruiz P, Arenillas-Lara J. Randomized Controlled Trial Evaluating the Benefit of a Novel Clinical Decision Support System for the Management of COVID-19 Patients in Home Quarantine: A Study Protocol. International Journal of Environmental Research and Public Health 2023;20(3):2300 View
  60. Leightley D, Lavelle G, White K, Sun S, Matcham F, Ivan A, Oetzmann C, Penninx B, Lamers F, Siddi S, Haro J, Myin-Germeys I, Bruce S, Nica R, Wickersham A, Annas P, Mohr D, Simblett S, Wykes T, Cummins N, Folarin A, Conde P, Ranjan Y, Dobson R, Narayan V, Hotopf M. Investigating the impact of COVID-19 lockdown on adults with a recent history of recurrent major depressive disorder: a multi-Centre study using remote measurement technology. BMC Psychiatry 2021;21(1) View
  61. Açma A, Carrat F, Hejblum G. Comparing SF-36 Scores Collected Through Web-Based Questionnaire Self-completions and Telephone Interviews: An Ancillary Study of the SENTIPAT Multicenter Randomized Controlled Trial. Journal of Medical Internet Research 2022;24(3):e29009 View
  62. Su Y, Yuki M, Ogawa N. Association of visceral fat area with pre-frailty in Japanese community-dwelling older adults: a cross-sectional study. BMC Geriatrics 2022;22(1) View
  63. Eren T, Danışan T, Deringöz A, Aksüt G. Comparison and selection of patient follow-up systems for covid-19 pandemic patients. Fashion and Textiles 2022;9(1) View
  64. Wang Y, Lin C, Kuo F, Chou Y, Lin S. Impact of Daycare Service Interruption during COVID-19 Pandemic on Physical and Mental Functions and Nutrition in Older People with Dementia. Healthcare 2022;10(9):1744 View
  65. MacLeod L, Suruliraj B, Gall D, Bessenyei K, Hamm S, Romkey I, Bagnell A, Mattheisen M, Muthukumaraswamy V, Orji R, Meier S. A Mobile Sensing App to Monitor Youth Mental Health: Observational Pilot Study. JMIR mHealth and uHealth 2021;9(10):e20638 View
  66. Yazıcı H, Tosun C, Özdemir M, Karsantık Y, Aydın B, Saki V. COVID-19 Salgın Döneminde Üniversite Öğrencilerinde Kişisel Sağlık Davranışları ve Öznel İyi Oluş. Toplum ve Sosyal Hizmet 2021;Covid-19 Özel Sayı Cilt 1:141 View
  67. Keller S, Salinas A, Oladapo-Shittu O, Cosgrove S, Lewis-Cherry R, Osei P, Gurses A, Jacak R, Zudock K, Blount K, Bowden K, Rock C, Sick-Samuels A, Vecchio-Pagan B. The case for wearable proximity devices to inform physical distancing among healthcare workers. JAMIA Open 2021;4(4) View
  68. Katusiime J, Tumuhimbise W, Rwambuka Mugyenyi G, Kobutungi P, Mugaba A, Zender R, Pinkwart N, Musiimenta A. The role of mobile health technologies in promoting COVID-19 prevention: A narrative review of intervention effectiveness and adoption. DIGITAL HEALTH 2022;8:205520762211311 View
  69. Siddi S, Giné-Vázquez I, Bailon R, Matcham F, Lamers F, Kontaxis S, Laporta E, Garcia E, Arranz B, Dalla Costa G, Guerrero A, Zabalza A, Buron M, Comi G, Leocani L, Annas P, Hotopf M, Penninx B, Magyari M, Sørensen P, Montalban X, Lavelle G, Ivan A, Oetzmann C, White K, Difrancesco S, Locatelli P, Mohr D, Aguiló J, Narayan V, Folarin A, Dobson R, Dineley J, Leightley D, Cummins N, Vairavan S, Ranjan Y, Rashid Z, Rintala A, Girolamo G, Preti A, Simblett S, Wykes T, Myin-Germeys I, Haro J. Biopsychosocial Response to the COVID-19 Lockdown in People with Major Depressive Disorder and Multiple Sclerosis. Journal of Clinical Medicine 2022;11(23):7163 View
  70. Massar S, Ng A, Soon C, Ong J, Chua X, Chee N, Lee T, Chee M. Reopening after lockdown: the influence of working-from-home and digital device use on sleep, physical activity, and wellbeing following COVID-19 lockdown and reopening. Sleep 2022;45(1) View
  71. Chikersal P, Venkatesh S, Masown K, Walker E, Quraishi D, Dey A, Goel M, Xia Z. Predicting Multiple Sclerosis Outcomes During the COVID-19 Stay-at-home Period: Observational Study Using Passively Sensed Behaviors and Digital Phenotyping. JMIR Mental Health 2022;9(8):e38495 View
  72. Stewart C, Ranjan Y, Conde P, Rashid Z, Sankesara H, Bai X, Dobson R, Folarin A. Investigating the Use of Digital Health Technology to Monitor COVID-19 and Its Effects: Protocol for an Observational Study (Covid Collab Study). JMIR Research Protocols 2021;10(12):e32587 View
  73. Zhang Y, Folarin A, Sun S, Cummins N, Vairavan S, Bendayan R, Ranjan Y, Rashid Z, Conde P, Stewart C, Laiou P, Sankesara H, Matcham F, White K, Oetzmann C, Ivan A, Lamers F, Siddi S, Vilella E, Simblett S, Rintala A, Bruce S, Mohr D, Myin-Germeys I, Wykes T, Haro J, Penninx B, Narayan V, Annas P, Hotopf M, Dobson R. Longitudinal Relationships Between Depressive Symptom Severity and Phone-Measured Mobility: Dynamic Structural Equation Modeling Study. JMIR Mental Health 2022;9(3):e34898 View
  74. Cobo-Calvo A, Zabalza A, Río J, Arrambide G, Otero-Romero S, Tagliani P, Cárdenas-Robledo S, Castillo M, Espejo C, Rodriguez M, Carbonell P, Rodríguez B, Midaglia L, Vidal-Jordana Á, Tur C, Galan I, Castillo J, Comabella M, Nos C, Auger C, Tintoré M, Rovira À, Montalban X, Sastre-Garriga J. Impact of COVID-19 pandemic on frequency of clinical visits, performance of MRI studies, and therapeutic choices in a multiple sclerosis referral centre. Journal of Neurology 2022;269(4):1764 View
  75. Konda S, Ogasawara I, Fujita K, Aoyama C, Yokoyama T, Magome T, Yulong C, Hashizume K, Matsuo T, Nakata K. Variability in Physical Inactivity Responses of University Students during COVID-19 Pandemic: A Monitoring of Daily Step Counts Using a Smartphone Application. International Journal of Environmental Research and Public Health 2022;19(4):1958 View
  76. Aisyah D, Manikam L, Kiasatina T, Naman M, Adisasmito W, Kozlakidis Z. The Use of a Health Compliance Monitoring System During the COVID-19 Pandemic in Indonesia: Evaluation Study. JMIR Public Health and Surveillance 2022;8(11):e40089 View
  77. Desiderio A, Salina G, Cimini G. Multiplex mobility network and metapopulation epidemic simulations of Italy based on open data. Journal of Physics: Complexity 2022;3(4):04LT01 View
  78. Amano H, Fukuda Y, Shibuya K, Ozaki A, Tabuchi T. Factors Associated with the Work Engagement of Employees Working from Home during the COVID-19 Pandemic in Japan. International Journal of Environmental Research and Public Health 2021;18(19):10495 View
  79. Franco D, Gonzalez G, Hines K, Mouchtouris N, Sharan A, Harrop J. Commentary: Developing a Prediction Model for Identification of Distinct Perioperative Clinical Stages in Spine Surgery With Smartphone-Based Mobility Data. Neurosurgery 2022;90(6):e163 View
  80. Cimini C, Maia J, Pires M, Ribeiro L, Pinto V, Batchelor J, Ribeiro A, Marcolino M. Pandemic-Related Impairment in the Monitoring of Patients With Hypertension and Diabetes and the Development of a Digital Solution for the Community Health Worker: Quasiexperimental and Implementation Study. JMIR Medical Informatics 2022;10(3):e35216 View
  81. Nielsen K, Mejía S, Gonzalez R. Deviations from typical paths: a novel approach to working with GPS data in the behavioral sciences. International Journal of Health Geographics 2022;21(1) View
  82. Gonzales A, Custodio R, Lapitan M, Ladia M. Mobile applications in the Philippines during the COVID-19 pandemic: systematic search, use case mapping, and quality assessment using the Mobile App Rating Scale (MARS). BMC Digital Health 2023;1(1) View
  83. Rodrigues H, Valentin D, Franco-Luesma E, Ramaroson Rakotosamimanana V, Gomez-Corona C, Saldaña E, Sáenz-Navajas M. How has COVID-19, lockdown and social distancing changed alcohol drinking patterns? A cross-cultural perspective between britons and spaniards. Food Quality and Preference 2022;95:104344 View
  84. Areerob Y, Sagadevan S, Oh W. A comprehensive review and clinical guide to molecular and serological diagnostic tests and future development: In vitro diagnostic testing for COVID-19. Nanotechnology Reviews 2023;12(1) View
  85. Lavalle R, Condominas E, Haro J, Giné-Vázquez I, Bailon R, Laporta E, Garcia E, Kontaxis S, Alacid G, Lombardini F, Preti A, Peñarrubia-Maria M, Coromina M, Arranz B, Vilella E, Rubio-Alacid E, Matcham F, Lamers F, Hotopf M, Penninx B, Annas P, Narayan V, Simblett S, Siddi S. The Impact of COVID-19 Lockdown on Adults with Major Depressive Disorder from Catalonia: A Decentralized Longitudinal Study. International Journal of Environmental Research and Public Health 2023;20(6):5161 View
  86. Severinsen E, Andersen T, Dissing A, Jensen A, Sejling C, Freiesleben N, Nielsen H, Rod N. Night-time smartphone use, sleep duration, sleep quality, and menstrual disturbances in young adult women: A population-based study with high-resolution tracking data. SLEEP Advances 2023;4(1) View
  87. González-Pérez A, Matey-Sanz M, Granell C, Díaz-Sanahuja L, Bretón-López J, Casteleyn S. AwarNS: A framework for developing context-aware reactive mobile applications for health and mental health. Journal of Biomedical Informatics 2023;141:104359 View
  88. Mofaz M, Yechezkel M, Einat H, Kronfeld-Schor N, Yamin D, Shmueli E. Real-time sensing of war’s effects on wellbeing with smartphones and smartwatches. Communications Medicine 2023;3(1) View
  89. Arcobelli V, Zauli M, Galteri G, Cristofolini L, Chiari L, Cappello A, De Marchi L, Mellone S. mCrutch: A Novel m-Health Approach Supporting Continuity of Care. Sensors 2023;23(8):4151 View
  90. Ohkuma K, Sawada M, Aihara M, Doi S, Sekine R, Usami S, Ohe K, Kubota N, Yamauchi T. Impact of the COVID‐19 pandemic on the glycemic control in people with diabetes mellitus: A retrospective cohort study. Journal of Diabetes Investigation 2023;14(8):985 View
  91. Lee M, Song M, Bessette H, Roberts Davis M, Tyner T, Reid A. Use of wearables for monitoring cardiometabolic health: A systematic review. International Journal of Medical Informatics 2023;179:105218 View
  92. Kattner A. Beyond the bowel – chaos caused by leaky barriers. Biomedical Journal 2023;46(4):100634 View
  93. Sanal-Hayes N, Mclaughlin M, Hayes L, Mair J, Ormerod J, Carless D, Hilliard N, Meach R, Ingram J, Sculthorpe N. A scoping review of ‘Pacing’ for management of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS): lessons learned for the long COVID pandemic. Journal of Translational Medicine 2023;21(1) View
  94. DERİNGÖZ A, DANIŞAN T, EREN T. Covid-19 Takibinde Giyilebilir Sağlık Teknolojilerinin ÇKKV Yöntemleri ile Değerlendirilmesi. Politeknik Dergisi 2022;25(2):533 View
  95. Sun S, Denyer H, Sankesara H, Deng Q, Ranjan Y, Conde P, Rashid Z, Bendayan R, Asherson P, Bilbow A, Groom M, Hollis C, Folarin A, Dobson R, Kuntsi J. Remote Administration of ADHD-Sensitive Cognitive Tasks: A Pilot Study. Journal of Attention Disorders 2023;27(9):1040 View
  96. Sun S, Folarin A, Zhang Y, Cummins N, Garcia-Dias R, Stewart C, Ranjan Y, Rashid Z, Conde P, Laiou P, Sankesara H, Matcham F, Leightley D, White K, Oetzmann C, Ivan A, Lamers F, Siddi S, Simblett S, Nica R, Rintala A, Mohr D, Myin-Germeys I, Wykes T, Haro J, Penninx B, Vairavan S, Narayan V, Annas P, Hotopf M, Dobson R. Challenges in Using mHealth Data From Smartphones and Wearable Devices to Predict Depression Symptom Severity: Retrospective Analysis. Journal of Medical Internet Research 2023;25:e45233 View
  97. Tacchino A, Di Giovanni R, Grange E, Spirito M, Ponzio M, Battaglia M, Brichetto G, Solaro C. The administration of the paper and electronic versions of the Manual Ability Measure-36 (MAM-36) and Fatigue Severity Scale (FSS) is equivalent in people with multiple sclerosis. Neurological Sciences 2024;45(3):1155 View
  98. Campbell C, Chen C, Adams S, Asyyed A, Athale N, Does M, Hassanpour S, Hichborn E, Jackson-Morris M, Jacobson N, Jones H, Kotz D, Lambert-Harris C, Li Z, McLeman B, Mishra V, Stanger C, Subramaniam G, Wu W, Zegers C, Marsch L. Patient Engagement in a Multimodal Digital Phenotyping Study of Opioid Use Disorder. Journal of Medical Internet Research 2023;25:e45556 View
  99. Luong N, Barnett I, Aledavood T. The impact of the COVID-19 pandemic on daily rhythms. Journal of the American Medical Informatics Association 2023;30(12):1943 View
  100. Štefancová V, Harantová V, Mazanec J, Mašek J, Foltýnová H. Analysis of Passenger Behaviour During the Covid-19 Pandemic Situation. LOGI – Scientific Journal on Transport and Logistics 2023;14(1):203 View
  101. Shaikh Y, Gibbons M. Pathophysiologic Basis of Connected Health Systems. Journal of Medical Internet Research 2023;25:e42405 View
  102. Althobiani M, Ranjan Y, Jacob J, Orini M, Dobson R, Porter J, Hurst J, Folarin A. Evaluating a Remote Monitoring Program for Respiratory Diseases: Prospective Observational Study. JMIR Formative Research 2023;7:e51507 View
  103. Anjali , Dai H, Kumar J, Pandey O. AERed: An Autoencoder–Decoder Dimensionality Reduction Method for Wearable-Based Human Activity Recognition. IEEE Sensors Journal 2023;23(23):29804 View
  104. De Vito A, Ju C, Lee S, Cohen A, Trofimova A, Liu Y, Eichten A, Hughes A. Cognitive dispersion is related to subtle objective daily functioning changes in older adults with and without cognitive impairment. Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring 2024;16(1) View
  105. Campesi I, Franconi F, Serra P. The Appropriateness of Medical Devices Is Strongly Influenced by Sex and Gender. Life 2024;14(2):234 View
  106. Nepal S, Liu W, Pillai A, Wang W, Vojdanovski V, Huckins J, Rogers C, Meyer M, Campbell A. Capturing the College Experience. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2024;8(1):1 View
  107. Silva D, Valadão T, Caporosi C, Aguilar-Nascimento J, Dock-Nascimento D, Gumpricht E. Risk Factors Associated with Acute Sarcopenia in Patients Hospitalized with COVID-19. Journal of Nutrition and Metabolism 2024;2024:1 View
  108. Yamashita T, Yamashita K, Shimizu Y, Kawasumi M, Kagawa T, Ata S. Coronavirus Disease Pandemic's Impact on the Step Count of Community-dwelling Adults in Japan: A Prospective Cohort Study. Journal of Life Support Engineering 2022;34(2):34 View
  109. Zhang Y, Folarin A, Sun S, Cummins N, Ranjan Y, Rashid Z, Stewart C, Conde P, Sankesara H, Laiou P, Matcham F, White K, Oetzmann C, Lamers F, Siddi S, Simblett S, Vairavan S, Myin-Germeys I, Mohr D, Wykes T, Haro J, Annas P, Penninx B, Narayan V, Hotopf M, Dobson R. Longitudinal Assessment of Seasonal Impacts and Depression Associations on Circadian Rhythm Using Multimodal Wearable Sensing: Retrospective Analysis. Journal of Medical Internet Research 2024;26:e55302 View
  110. Talpur M, Abro A, Ebrahim M, Kandhro I, Manickam S, Laghari S, Dandoush A, Uddin M. Illuminating Healthcare Management: A Comprehensive Review of IoT-Enabled Chronic Disease Monitoring. IEEE Access 2024;12:48189 View
  111. Cheung L, Lau A, Lam K, Ng P. A Review of Environmental Factors for an Ontology-Based Risk Analysis for Pandemic Spread. COVID 2024;4(4):466 View
  112. Zhu Y, Zhang R, Yin S, Sun Y, Womer F, Liu R, Zeng S, Zhang X, Wang F. Digital Dietary Behaviors in Individuals With Depression: Real-World Behavioral Observation. JMIR Public Health and Surveillance 2024;10:e47428 View
  113. Sañudo B, Fennell C, Sánchez-Oliver A. Objectively-Assessed Physical Activity, Sedentary Behavior, Smartphone Use, and Sleep Patterns Pre- and during-COVID-19 Quarantine in Young Adults from Spain. Sustainability 2020;12(15):5890 View
  114. Esmaeilpour Z, Natarajan A, Su H, Faranesh A, Friel C, Zanos T, D’Angelo S, Heneghan C. Detection of Common Respiratory Infections, Including COVID-19, Using Consumer Wearable Devices in Health Care Workers: Prospective Model Validation Study. JMIR Formative Research 2024;8:e53716 View
  115. Langa R, Moeti M, Kgoete S. An Automated Smartphone-Capable Road Traffic Accident Notification System. Journal of Advanced Computational Intelligence and Intelligent Informatics 2024;28(4):939 View
  116. Ranjan Y, Chang J, Sankesara H, Conde P, Rashid Z, Dobson R, Folarin A. RADAR-IoT: An Open-Source, Interoperable, and Extensible IoT Gateway Framework for Health Research. Sensors 2024;24(14):4614 View
  117. Peng L, Zhang N, Huang L. Care for Women's Health. Journal of Global Information Management 2024;32(1):1 View
  118. Wang Y, Shen S, Han P, Zheng K, Chen C, Wu Y, Huang C, Guo J, Qi Y, Chen X, Zheng Y, Xia X, Peng S, Guo Q. The association between visceral fat obesity and prefrailty in Chinese older adults: a cross-sectional study. BMC Endocrine Disorders 2024;24(1) View
  119. Ji G, Woo J, Lee G, Msigwa C, Bernard D, Yun J. AIoT-Based Smart Healthcare in Everyday Lives: Data Collection and Standardization From Smartphones and Smartwatches. IEEE Internet of Things Journal 2024;11(16):27597 View
  120. Abukabda A, Razzaque M. COVID-19 Pandemic. Advances in Human Biology 2021;11(1):3 View
  121. Slade C, Benzo R, Washington P. Design Guidelines for Improving Mobile Sensing Data Collection: Prospective Mixed Methods Study. Journal of Medical Internet Research 2024;26:e55694 View
  122. Chen J, Shi X, Zhang H, Li W, Li P, Yao Y, Miyazawa S, Song X, Shibasaki R. MobCovid: Confirmed Cases Dynamics Driven Time Series Prediction of Crowd in Urban Hotspot. IEEE Transactions on Neural Networks and Learning Systems 2024;35(10):13397 View
  123. Rashid Z, Folarin A, Zhang Y, Ranjan Y, Conde P, Sankesara H, Sun S, Stewart C, Laiou P, Dobson R. Digital Phenotyping of Mental and Physical Conditions: Remote Monitoring of Patients Through RADAR-Base Platform. JMIR Mental Health 2024;11:e51259 View
  124. Ibáñez D, Condominas E, Haro J, Vázquez I, RADAR-MDD-Spain , Bailón R, Garcia E, Kontaxis S, Peñarrubia-Maria M, Arranz B, Llaosa-Scholten R, Gardeñes L, Hotopf M, Matcham F, Lamers F, Penninx B, Annas P, Folarin A, Narayan V, Lima R, Siddi S. Pre- and post-COVID 19 outbreak relationship between physical activity and depressive symptoms in Spanish adults with major depressive disorder: a secondary analysis of the RADAR-MDD cohort study. Frontiers in Psychology 2024;15 View
  125. Hughes M, Aleppo G, Bally L, Batista A, Brown S, Faulds E, Gonder-Frederick L, Isaacs D, Kahkoska A, Ortega J, Polonsky W, Stumpf M. Diabetes Technology Use in Special Populations: A Narrative Review of Psychosocial Factors. Journal of Diabetes Science and Technology 2024 View
  126. Zwiers L, Grobbee D, Uijl A, Ong D. Federated learning as a smart tool for research on infectious diseases. BMC Infectious Diseases 2024;24(1) View

Books/Policy Documents

  1. Moses J, Adibi S. The Science behind the COVID Pandemic and Healthcare Technology Solutions. View
  2. Guo J, Amayri M, Fan W, Bouguila N. Advances and Trends in Artificial Intelligence. Theory and Practices in Artificial Intelligence. View
  3. Surantha N, Nico G, Henry M, Chandra W, Soewito B. Advances on P2P, Parallel, Grid, Cloud and Internet Computing. View
  4. Sharma A. HCI International 2021 - Late Breaking Papers: HCI Applications in Health, Transport, and Industry. View