The Accuracy of Smart Devices for Measuring Physical Activity in Daily Life: Validation Study.

Abstract:

BACKGROUND:Wearables for monitoring physical activity (PA) are increasingly popular. These devices are not only used by consumers to monitor their own levels of PA but also by researchers to track the behavior of large samples. Consequently, it is important to explore how accurately PA can be tracked via these devices. OBJECTIVES:The aim of this study was, therefore, to investigate convergent validity of 3 Android Wear smartwatches-Polar M600 (Polar Electro Oy, Kempele, Finland), Huawei Watch (Huawei Technologies Co, Ltd, Shenzhen, Guangdong, China), Asus Zenwatch3 (AsusTek Computer Inc, Taipei, Taiwan)-and Fitbit Charge with an ActiGraph accelerometer for measuring steps and moderate to vigorous physical activity (MVPA) on both a day level and 15-min level. METHODS:A free-living protocol was used in which 36 adults engaged in usual daily activities over 2 days while wearing 2 different wearables on the nondominant wrist and an ActiGraph GT3X+ accelerometer on the hip. Validity was evaluated on both levels by comparing each wearable with the ActiGraph GT3X+ accelerometer using correlations and Bland-Altman plots in IBM SPSS 24.0. RESULTS:On a day level, all devices showed strong correlations (Spearman r=.757-.892) and good agreement (interclass correlation coefficient, ICC=.695-.885) for measuring steps, whereas moderate correlations (Spearman r=.557-.577) and low agreement (ICC=.377-.660) for measuring MVPA. Bland-Altman revealed a systematic overestimation of the wearables for measuring steps but a variation between over- and undercounting of MVPA. On a 15-min level, all devices showed strong correlations (Spearman r=.752-.917) and good agreement (ICC=.792-.887) for measuring steps, whereas weak correlations (Spearman r=.116-.208) and low agreement (ICC=.461-.577) for measuring MVPA. Bland-Altman revealed a systematic overestimation of the wearables for steps but under- or overestimation for MVPA depending on the device. CONCLUSIONS:In sum, all 4 consumer-level devices can be considered accurate step counters in free-living conditions. This study, however, provides evidence of systematic bias for all devices in measurement of MVPA. The results on a 15-min level also indicate that these devices are not sufficiently accurate to provide correct real-time feedback.

journal_name

JMIR Mhealth Uhealth

journal_title

JMIR mHealth and uHealth

authors

Degroote L,De Bourdeaudhuij I,Verloigne M,Poppe L,Crombez G

doi

10.2196/10972

subject

Has Abstract

pub_date

2018-12-13 00:00:00

pages

e10972

issue

12

issn

2291-5222

pii

v6i12e10972

journal_volume

6

pub_type

杂志文章
  • Technology Use and Preferences for Mobile Phone-Based HIV Prevention and Treatment Among Black Young Men Who Have Sex With Men: Exploratory Research.

    abstract:BACKGROUND:Black young men who have sex with men (BYMSM) experience higher human immunodeficiency virus (HIV) incidence than their white and Latino counterparts. OBJECTIVE:The aim of our study was to understand BYMSM's preferences for mobile phone-based HIV prevention and treatment in order to inform culturally tailor...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/mhealth.6436

    authors: Holloway IW,Winder TJ,Lea CH III,Tan D,Boyd D,Novak D

    更新日期:2017-04-13 00:00:00

  • mHealth App Prescription in Australian General Practice: Pre-Post Study.

    abstract:BACKGROUND:Evidence of effectiveness of mobile health (mHealth) apps as well as their usability as non-drug interventions in primary care are emerging around the globe. OBJECTIVE:This study aimed to explore the feasibility of mHealth app prescription by general practitioners (GPs) and to evaluate the effectiveness of ...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/16497

    authors: Byambasuren O,Beller E,Hoffmann T,Glasziou P

    更新日期:2020-06-01 00:00:00

  • Use of the Chatbot "Vivibot" to Deliver Positive Psychology Skills and Promote Well-Being Among Young People After Cancer Treatment: Randomized Controlled Feasibility Trial.

    abstract:BACKGROUND:Positive psychology interventions show promise for reducing psychosocial distress associated with health adversity and have the potential to be widely disseminated to young adults through technology. OBJECTIVE:This pilot randomized controlled trial examined the feasibility of delivering positive psychology ...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章,随机对照试验

    doi:10.2196/15018

    authors: Greer S,Ramo D,Chang YJ,Fu M,Moskowitz J,Haritatos J

    更新日期:2019-10-31 00:00:00

  • The Utility of SMS to Report Male Partner HIV Self-testing Outcomes Among Women Seeking Reproductive Health Services in Kenya: Cohort Study.

    abstract:BACKGROUND:Use of SMS for data collection is expanding, but coverage, bias, and logistical constraints are poorly described. OBJECTIVE:The aim of this study is to assess the use of SMS to capture clinical outcomes that occur at home and identify potential biases in reporting compared to in-person ascertainment. METHO...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/15281

    authors: Drake AL,Begnel E,Pintye J,Kinuthia J,Wagner AD,Rothschild CW,Otieno F,Kemunto V,Baeten JM,John-Stewart G

    更新日期:2020-03-25 00:00:00

  • Analysis of Digital Documentation Speed and Sequence Using Digital Paper and Pen Technology During the Refugee Crisis in Europe: Content Analysis.

    abstract:BACKGROUND:The Syria crisis has forced more than 4 million people to leave their homeland. As a result, in 2016, an overwhelming number of refugees reached Germany. In response to this, it was of utmost importance to set up refugee camps and to provide humanitarian aid, but a health surveillance system was also impleme...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/13516

    authors: Kehe K,Girgensohn R,Swoboda W,Bieler D,Franke A,Helm M,Kulla M,Luepke K,Morwinsky T,Blätzinger M,Rossmann K

    更新日期:2019-08-19 00:00:00

  • A Text-Messaging and Pedometer Program to Promote Physical Activity in People at High Risk of Type 2 Diabetes: The Development of the PROPELS Follow-On Support Program.

    abstract:BACKGROUND:Mobile technologies for health (mHealth) represent a promising strategy for reducing type 2 diabetes (T2DM) risk. The PROPELS trial investigates whether structured group-based education alone or supplemented with a follow-on support program combining self-monitoring with pedometers and tailored text-messagin...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/mhealth.5026

    authors: Morton K,Sutton S,Hardeman W,Troughton J,Yates T,Griffin S,Davies M,Khunti K,Eborall H

    更新日期:2015-12-15 00:00:00

  • Apps seeking theories: results of a study on the use of health behavior change theories in cancer survivorship mobile apps.

    abstract:BACKGROUND:Thousands of mobile health apps are now available for use on mobile phones for a variety of uses and conditions, including cancer survivorship. Many of these apps appear to deliver health behavior interventions but may fail to consider design considerations based in human computer interface and health behavi...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/mhealth.3861

    authors: Vollmer Dahlke D,Fair K,Hong YA,Beaudoin CE,Pulczinski J,Ory MG

    更新日期:2015-03-27 00:00:00

  • Feasibility of Using a Smartwatch to Intensively Monitor Patients With Chronic Obstructive Pulmonary Disease: Prospective Cohort Study.

    abstract:BACKGROUND:Acute exacerbations of chronic obstructive pulmonary disease (COPD) are associated with accelerated decline in lung function, diminished quality of life, and higher mortality. Proactively monitoring patients for early signs of an exacerbation and treating them early could prevent these outcomes. The emergenc...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/10046

    authors: Wu R,Liaqat D,de Lara E,Son T,Rudzicz F,Alshaer H,Abed-Esfahani P,Gershon AS

    更新日期:2018-06-14 00:00:00

  • A Real-Time Autonomous Dashboard for the Emergency Department: 5-Year Case Study.

    abstract:BACKGROUND:The task of monitoring and managing the entire emergency department (ED) is becoming more important due to increasing pressure on the ED. Recently, dashboards have received the spotlight as health information technology to support these tasks. OBJECTIVE:This study aimed to describe the development of a real...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/10666

    authors: Yoo J,Jung KY,Kim T,Lee T,Hwang SY,Yoon H,Shin TG,Sim MS,Jo IJ,Paeng H,Choi JS,Cha WC

    更新日期:2018-11-22 00:00:00

  • Impact of Social Determinants of Health and Demographics on Refill Requests by Medicare Patients Using a Conversational Artificial Intelligence Text Messaging Solution: Cross-Sectional Study.

    abstract:BACKGROUND:Nonadherence among patients with chronic disease continues to be a significant concern, and the use of text message refill reminders has been effective in improving adherence. However, questions remain about how differences in patient characteristics and demographics might influence the likelihood of refill ...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/15771

    authors: Brar Prayaga R,Agrawal R,Nguyen B,Jeong EW,Noble HK,Paster A,Prayaga RS

    更新日期:2019-11-18 00:00:00

  • Exploring How Older Adults Use a Smart Speaker-Based Voice Assistant in Their First Interactions: Qualitative Study.

    abstract:BACKGROUND:Smart speaker-based voice assistants promise support for the aging population, with the advantages of hands-free and eyes-free interaction modalities to handle requests. However, little is known about how older adults perceive the benefits of this type of device. OBJECTIVE:This study investigates how older ...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/20427

    authors: Kim S

    更新日期:2021-01-13 00:00:00

  • A Mobile Web App to Improve Health Screening Uptake in Men (ScreenMen): Utility and Usability Evaluation Study.

    abstract:BACKGROUND:Globally, the uptake of health screening is suboptimal, especially in men and those of younger age. In view of the increasing internet access and mobile phone ownership, ScreenMen, a mobile Web app, was developed to improve health screening uptake in men. OBJECTIVE:This study aimed to evaluate the utility a...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/10216

    authors: Teo CH,Ng CJ,Lo SK,Lim CD,White A

    更新日期:2019-04-15 00:00:00

  • Evaluation of the MoMba Live Long Remote Smoking Detection System During and After Pregnancy: Development and Usability Study.

    abstract:BACKGROUND:The smoking relapse rate during the first 12 months after pregnancy is around 80% in the United States. Delivering remote smoking cessation interventions to women in the postpartum period can reduce the burden associated with frequent office visits and can enable remote communication and support. Developing ...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/18809

    authors: Valencia S,Callinan L,Shic F,Smith M

    更新日期:2020-11-24 00:00:00

  • Automated and Interviewer-Administered Mobile Phone Surveys in Burkina Faso: Sociodemographic Differences Among Female Mobile Phone Survey Respondents and Nonrespondents.

    abstract:BACKGROUND:The remarkable growth of cell phone ownership in low- and middle-income countries has generated significant interest in using cell phones for conducting surveys through computer-assisted telephone interviews, live interviewer-administered surveys, or automated surveys (ie, interactive voice response). OBJEC...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/17891

    authors: Greenleaf AR,Gadiaga A,Choi Y,Guiella G,Turke S,Battle N,Ahmed S,Moreau C

    更新日期:2020-07-14 00:00:00

  • African American Adolescents and Young Adults, New Media, and Sexual Health: Scoping Review.

    abstract:BACKGROUND:Rates of sexually transmitted infections and unintended pregnancies are disproportionately high among African American adolescents and young adults (AYA). New media platforms such as social networking sites, microblogs, online video sites, and mobile phone applications may be a promising approach in promotin...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章,评审

    doi:10.2196/19459

    authors: Teadt S,Burns JC,Montgomery TM,Darbes L

    更新日期:2020-10-05 00:00:00

  • Event-Level Association Between Daily Alcohol Use and Same-Day Nonadherence to Antiretroviral Therapy Among Young Men Who Have Sex With Men and Trans Women Living With HIV: Intensive Longitudinal Study.

    abstract:BACKGROUND:Young trans women (TW) and men who have sex with men (MSM) are disproportionately impacted by HIV. Optimizing adherence to antiretroviral therapy (ART) is one mechanism by which public health experts aim to achieve favorable HIV health outcomes while reducing disease transmission. However, alcohol use is pre...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/22733

    authors: Turner CM,Trujillo D,Le V,Wilson EC,Arayasirikul S

    更新日期:2020-10-15 00:00:00

  • Physical Activity Assessment Using an Activity Tracker in Patients with Rheumatoid Arthritis and Axial Spondyloarthritis: Prospective Observational Study.

    abstract:BACKGROUND:Physical activity can be tracked using mobile devices and is recommended in rheumatoid arthritis (RA) and axial spondyloarthritis (axSpA) management. The World Health Organization (WHO) recommends at least 150 min per week of moderate to vigorous physical activity (MVPA). OBJECTIVE:The objectives of this st...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/mhealth.7948

    authors: Jacquemin C,Servy H,Molto A,Sellam J,Foltz V,Gandjbakhch F,Hudry C,Mitrovic S,Fautrel B,Gossec L

    更新日期:2018-01-02 00:00:00

  • Continuous Monitoring of Vital Signs Using Wearable Devices on the General Ward: Pilot Study.

    abstract:BACKGROUND:Measurement of vital signs in hospitalized patients is necessary to assess the clinical situation of the patient. Early warning scores (EWS), such as the modified early warning score (MEWS), are generally calculated 3 times a day, but these may not capture early deterioration. A delay in diagnosing deteriora...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/mhealth.7208

    authors: Weenk M,van Goor H,Frietman B,Engelen LJ,van Laarhoven CJ,Smit J,Bredie SJ,van de Belt TH

    更新日期:2017-07-05 00:00:00

  • A Systematic Review of Apps using Mobile Criteria for Adolescent Pregnancy Prevention (mCAPP).

    abstract:BACKGROUND:Adolescents in the United States and globally represent a high-risk population for unintended pregnancy, which leads to high social, economic, and health costs. Access to smartphone apps is rapidly increasing among youth, but little is known about the strategies that apps employ to prevent pregnancy among ad...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/mhealth.6611

    authors: Chen E,Mangone ER

    更新日期:2016-11-10 00:00:00

  • The Development of a Mobile Health App for Breast Cancer Self-Management Support in Taiwan: Design Thinking Approach.

    abstract:BACKGROUND:Evidence has shown that breast cancer self-management support from mobile health (mHealth) apps can improve the quality of life of survivors. Although many breast cancer self-management support apps exist, few papers have documented the procedure for the development of a user-friendly app from the patient's ...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/15780

    authors: Hou IC,Lan MF,Shen SH,Tsai PY,Chang KJ,Tai HC,Tsai AJ,Chang P,Wang TF,Sheu SJ,Dykes PC

    更新日期:2020-04-30 00:00:00

  • Designing a Tablet-Based Software App for Mapping Bodily Symptoms: Usability Evaluation and Reproducibility Analysis.

    abstract:BACKGROUND:Symptom drawings are widely used as a qualitative and quantitative method of assessing pain symptoms for both clinical and research purposes. As electronic drawings offer many advantages over classical pen-and-paper drawings, the last years have seen a shift toward tablet-based acquisition of symptom drawing...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/mhealth.8409

    authors: Neubert TA,Dusch M,Karst M,Beissner F

    更新日期:2018-05-30 00:00:00

  • Translation of the Chinese Version of the Nomophobia Questionnaire and Its Validation Among College Students: Factor Analysis.

    abstract:BACKGROUND:Nomophobia or phobia of no mobile phone is the fear of being without a mobile phone or being unable to contact others via a mobile phone. It is a newly emerging psychiatric disorder among mobile phone users. OBJECTIVE:There are no psychometric scales available in China for examining nomophobia, although Chi...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/13561

    authors: Gao Y,Dai H,Jia G,Liang C,Tong T,Zhang Z,Song R,Wang Q,Zhu Y

    更新日期:2020-03-13 00:00:00

  • A Self-Help App for Syrian Refugees With Posttraumatic Stress (Sanadak): Randomized Controlled Trial.

    abstract:BACKGROUND:Syrian refugees residing in Germany often develop posttraumatic stress as a result of the Syrian civil war, their escape, and postmigration stressors. At the same time, there is a lack of adequate treatment options. The smartphone-based app Sanadak was developed to provide cognitive behavioral therapy-based ...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/24807

    authors: Röhr S,Jung FU,Pabst A,Grochtdreis T,Dams J,Nagl M,Renner A,Hoffmann R,König HH,Kersting A,Riedel-Heller SG

    更新日期:2021-01-13 00:00:00

  • A Mobile Phone App Featuring Cue Exposure Therapy As Aftercare for Alcohol Use Disorders: An Investigator-Blinded Randomized Controlled Trial.

    abstract:BACKGROUND:Cue exposure therapy (CET) is a psychological approach developed to prepare individuals with alcohol use disorder (AUD) for confronting alcohol and associated stimuli in real life. CET has shown promise when treating AUD in group sessions, but it is unknown whether progressing from group sessions to using a ...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章,随机对照试验

    doi:10.2196/13793

    authors: Mellentin AI,Nielsen B,Nielsen AS,Yu F,Mejldal A,Nielsen DG,Stenager E

    更新日期:2019-08-16 00:00:00

  • Once Daily Versus Overnight and Symptom Versus Physiological Monitoring to Detect Exacerbations of Chronic Obstructive Pulmonary Disease: Pilot Randomized Controlled Trial.

    abstract:BACKGROUND:Earlier detection of chronic obstructive pulmonary disease (COPD) exacerbations may facilitate more rapid treatment with reduced risk of hospitalization. Changes in pulse oximetry may permit early detection of exacerbations. We hypothesized that overnight pulse oximetry would be superior to once-daily monito...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/17597

    authors: Al Rajeh AM,Aldabayan YS,Aldhahir A,Pickett E,Quaderi S,Alqahtani JS,Mandal S,Lipman MC,Hurst JR

    更新日期:2020-11-13 00:00:00

  • Effectiveness and Appropriateness of mHealth Interventions for Maternal and Child Health: Systematic Review.

    abstract:BACKGROUND:The application of mobile health (mHealth) technology in reproductive, maternal, newborn, and child health (RMNCH) is increasing worldwide. However, best practice and the most effective mHealth interventions have not been reviewed systematically. OBJECTIVE:A systematic review and meta-analysis of studies of...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章,评审

    doi:10.2196/mhealth.8998

    authors: Chen H,Chai Y,Dong L,Niu W,Zhang P

    更新日期:2018-01-09 00:00:00

  • Home-Based Monitoring and Telemonitoring of Complicated Pregnancies: Nationwide Cross-Sectional Survey of Current Practice in the Netherlands.

    abstract:BACKGROUND:Daily monitoring of fetal and maternal conditions in complicated pregnancies leads to recurrent outpatient visits or (prolonged) hospitalization. Alternatives for hospital admissions include home-based monitoring with home visits by professionals or telemonitoring with self-measurements performed by pregnant...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/18966

    authors: van den Heuvel JFM,Ayubi S,Franx A,Bekker MN

    更新日期:2020-10-28 00:00:00

  • Posttraumatic Stress Disorder and Mobile Health: App Investigation and Scoping Literature Review.

    abstract:BACKGROUND:Posttraumatic stress disorder (PTSD) is a prevalent mental health issue among veterans. Access to PTSD treatment is influenced by geographic (ie, travel distance to facilities), temporal (ie, time delay between services), financial (ie, eligibility and cost of services), and cultural (ie, social stigma) barr...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/mhealth.7318

    authors: Rodriguez-Paras C,Tippey K,Brown E,Sasangohar F,Creech S,Kum HC,Lawley M,Benzer JK

    更新日期:2017-10-26 00:00:00

  • Mind the App: Considerations for the Future of Mobile Health in Canada.

    abstract::Over the past decade, smartphone technology has become increasingly sophisticated and ubiquitous. Modern smartphones, now owned by more than three quarters of Canadians and 94% of millennials, perform an array of functions that are potentially useful in the health care context, such as tracking fitness data, enabling ...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章

    doi:10.2196/15301

    authors: Zawati MH,Lang M

    更新日期:2019-11-04 00:00:00

  • Mobile apps in cardiology: review.

    abstract:BACKGROUND:Cardiovascular diseases are the deadliest diseases worldwide, with 17.3 million deaths in 2008 alone. Among them, heart-related deaths are of the utmost relevance; a fact easily proven by the 7.25 million deaths caused by ischemic heart disease alone in that year. The latest advances in smartphones and mHeal...

    journal_title:JMIR mHealth and uHealth

    pub_type: 杂志文章,评审

    doi:10.2196/mhealth.2737

    authors: Martínez-Pérez B,de la Torre-Díez I,López-Coronado M,Herreros-González J

    更新日期:2013-07-24 00:00:00