Trial reportJournal of medical Internet research2023
Effects of Wearable Fitness Trackers and Activity Adequacy Mindsets on Affect, Behavior, and Health: Longitudinal Randomized Controlled Trial.
Trial report in Journal of medical Internet research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03939572 (Harnessing Mindset in 21st Century Healthcare), which is not on this map. Cited by 25 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Harnessing Mindset in 21st Century Healthcare: Leveraging Mindset in Health Technology
Who cites it
25 citing papers in PubMed, 47 citations in OpenAlex.
- The Effectiveness of a Mobile Phone-Based Physical Activity Program for Treating Depression, Stress, Psychological Well-Being, and Quality of Life Among Adults: Quantitative Study.JMIR mHealth and uHealth · 2023Trial
- Current status and global trends in self-care among patients with heart failure: challenges and opportunities.The journal of cardiovascular aging · 2026Article
- Physical Activity and Mental Well-Being Among University Students: The Role of Beliefs in the Mental Health Benefits of Physical Activity.Healthcare (Basel, Switzerland) · 2026Article
- MITO-VATION: Feasibility of a technology-supported structured home exercise program in Mitochondrial Disease.PLOS digital health · 2026Article
- Track more, drop less: dual dimensions of usefulness and configurational pathways to sport wearable usage intention for digital public health.Frontiers in public health · 2026Article
- Association between the use of fitness trackers, perfectionism, motivation and anxiety in athletes.Frontiers in psychology · 2026Article
- Connecting women who are diagnosed and treated for breast cancer to engage in physical activity: a two-arm randomized controlled trial.BMC sports science, medicine & rehabilitation · 2025Article
- Digital Fitness Revolution: User Perspectives on Fitbit's Role in Health Management.Behavioral sciences (Basel, Switzerland) · 2025Article
- Home Environment as a Therapeutic Target for Prevention and Treatment of Chronic Diseases: Delivering Restorative Living Spaces, Patient Education and Self-Care by Bridging Biophilic Design, E-Commerce and Digital Health Technologies.International journal of environmental research and public health · 2025Article
- The Role of Growth Mindset and Self-Control Strategies Between Outcome Experiences and Physical Activity: Insights from Structural Equation Model and System Dynamics.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025Article
- Any old iron, man.Experimental physiology · 2025Article
- A randomized clinical trial testing digital mindset intervention for knee osteoarthritis pain and activity improvement.NPJ digital medicine · 2024Article
- Redesigning Pharmacy to Improve Public Health Outcomes: Expanding Retail Spaces for Digital Therapeutics to Replace Consumer Products That Increase Mortality and Morbidity Risks.Pharmacy (Basel, Switzerland) · 2024Article
- Physical Activity and Mental Health of Employed Adults: Mediation and Moderation Effects of Beliefs in the Benefits of Physical Activity.International journal of environmental research and public health · 2024Article
- Wearable Sensors in Other Medical Domains with Application Potential for Orthopedic Trauma Surgery-A Narrative Review.Journal of clinical medicine · 2024Review
- Work conditions and determinants of health status among industrial shift workers: a cross-sectional study.Frontiers in public health · 2024Article
- Physical healing as a function of perceived time.Scientific reports · 2023Article
- AI4FoodDB: a database for personalized e-Health nutrition and lifestyle through wearable devices and artificial intelligence.Database : the journal of biological databases and curation · 2023Article
- Development and Validation of a Machine Learning Wrist-worn Step Detection Algorithm with Deployment in the UK Biobank.medRxiv : the preprint server for health sciences · 2023Article
- Using wearable activity trackers for research in the global south: Lessons learned from adolescent psychotherapy research in Kenya.Global mental health (Cambridge, England) · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 1 institution in 1 country.
Funding
Abstract
backgroundThere is some initial evidence suggesting that mindsets about the adequacy and health consequences of one's physical activity (activity adequacy mindsets [AAMs]) can shape physical activity behavior, health, and well-being. However, it is unknown how to leverage these mindsets using wearable technology and other interventions.
objectiveThis research examined how wearable fitness trackers and meta-mindset interventions influence AAMs, affect, behavior, and health.
methodsA total of 162 community-dwelling adults were recruited via flyers and web-based platforms (ie, Craigslist and Nextdoor; final sample size after attrition or exclusion of 45 participants). Participants received an Apple Watch (Apple Inc) to wear for 5 weeks, which was equipped with an app that recorded step count and could display a (potentially manipulated) step count on the watch face. After a baseline week of receiving no feedback about step count, participants were randomly assigned to 1 of 4 experimental groups: they received either accurate step count (reference group; 41/162, 25.3%), 40% deflated step count (40/162, 24.7%), 40% inflated step count (40/162, 24.7%), or accurate step count+a web-based meta-mindset intervention teaching participants the value of adopting more positive AAMs (41/162, 25.3%). Participants were blinded to the condition. Outcome measures were taken in the laboratory by an experimenter at the beginning and end of participation and via web-based surveys in between. Longitudinal analysis examined changes within the accurate step count condition from baseline to treatment and compared them with changes in the deflated step count, inflated step count, and meta-mindset conditions.
resultsParticipants receiving accurate step counts perceived their activity as more adequate and healthier, adopted a healthier diet, and experienced improved mental health (Patient-Reported Outcomes Measurement Information System [PROMIS]-29) and aerobic capacity but also reduced functional health (PROMIS-29; compared with their no-step-count baseline). Participants exposed to deflated step counts perceived their activity as more inadequate; ate more unhealthily; and experienced more negative affect, reduced self-esteem and mental health, and increased blood pressure and heart rate (compared with participants receiving accurate step counts). Inflated step counts did not change AAM or most other outcomes (compared with accurate step counts). Participants receiving the meta-mindset intervention experienced improved AAM, affect, functional health, and self-reported physical activity (compared with participants receiving accurate step counts only). Actual step count did not change in either condition.
conclusionsAAMs--induced by trackers or adopted deliberately--can influence affect, behavior, and health independently of actual physical activity.
trial registrationClinicalTrials.gov NCT03939572; https://www.clinicaltrials.gov/ct2/show/NCT03939572.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.