ArticleJMIR mHealth and uHealth2023
The Importance of Data Quality Control in Using Fitbit Device Data From the Research Program.
Abstract read
In one paragraph
Article in JMIR mHealth and uHealth, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
0numbers the graph read from it
0cells of the map it votes in
19citing papers in PubMed
–field-weighted citation impact
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
19 citing papers in PubMed.
- Modulating Brain Activity to Improve Goal-directed Physical Activity in Older Adults: A Pilot Randomized Controlled Trial.The journals of gerontology. Series A, Biological sciences and medical sciences · 2025Trial
- Wearable Device-Based Intervention for Promoting Patient Physical Activity After Lung Cancer Surgery: A Nonrandomized Clinical Trial.JAMA network open · 2024Trial
- The All of Us Research Program's wearables dataset.Nature medicine · 2026Article
- Impact of Daylight Saving Time on Physical Activity Patterns.Nature health · 2026Article
- Should We Keep Changing the Clock? Characterizing Causal Effects of Daylight Saving Time on Behavior and Physiology.medRxiv : the preprint server for health sciences · 2026Article
- Sleep, Physical Activity, and Mood Among People Seeking Mental Health Care.JAMA network open · 2026Article
- The association between loneliness and quality of life in cancer survivors: All of Us research program.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2026Article
- Sleep disparities in the United States: Comparison of logistic and linear regression with stratification by race.Sleep epidemiology · 2025Article
- Fitbit Physical Activity and Sleep Data in the All of Us Research Program: Data Exploration and Processing Considerations for Research.Medicine and science in sports and exercise · 2025Article
- Wearable sensor data visualization for patient monitoring and management: a Cancer Wellness application in Vietnam.Future science OA · 2025Article
- Validation of heart rate measured by the consumer-level wearable device Fitbit: a cross-sectional observational study.Journal of physical therapy science · 2025Article
- Wearables in ADHD: Monitoring and Intervention-Where Are We Now?Diagnostics (Basel, Switzerland) · 2025Review
- The Moderating Effect of Atypical Events on the Relationship Between Heart Rate and Stress in Medical Residents Working in an Intensive Care Unit: Longitudinal, Observational Daily Diary Study.JMIR formative research · 2025Observational
- Capturing Real-World Habitual Sleep Patterns With a Novel User-Centric Algorithm to Preprocess Fitbit Data in the All of Us Research Program: Retrospective Observational Longitudinal Study.Journal of medical Internet research · 2025Observational
- Article
- Data from the All of Us research program reinforces existence of activity inequality.NPJ digital medicine · 2025Article
- From wearable sensor data to digital biomarker development: ten lessons learned and a framework proposal.NPJ digital medicine · 2024Review
- A framework for remotely enabled co-design with young people: its development and application with neurodiverse children and their caregivers.Frontiers in psychiatry · 2024Article
- Relationship between physical activity and biomarkers of pathology and neuroinflammation in preclinical autosomal-dominant Alzheimer's disease.Alzheimer's & dementia (New York, N. Y.)Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Lauren LedererDepartment of Biomedical Engineering, Duke University, Durham, NC, United States.ORCID 0000-0002-5872-7697
Amanda BretonDepartment of Electrical and Computer Engineering, Duke University, Durham, NC, United States.ORCID 0000-0002-2075-0592
Hayoung JeongDepartment of Biomedical Engineering, Duke University, Durham, NC, United States.ORCID 0000-0002-0359-8218
Hiral MasterVanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, United States.ORCID 0000-0003-0019-3087
Ali R RoghanizadDepartment of Biomedical Engineering, Duke University, Durham, NC, United States.ORCID 0000-0002-3461-5092
Jessilyn DunnDepartment of Biomedical Engineering, Duke University, Durham, NC, United States.ORCID 0000-0002-3241-8183
Funding
Technology to Empower Changes in Health (TECH) Network Participant Technologies CenterU24OD023176 · OD · SCRIPPS RESEARCH INSTITUTE, THE · PI TOPOL, ERIC JEFFREY · 2016 to 2022
$204.7MPrecision Medicine Initiative Cohort Program BiobankU24OD023121 · OD · MAYO CLINIC ROCHESTER · PI CEKANOVA, MARIA, CICEK, MINE · 2016 to 2024
$185.5MEnhancing All of Us Data Resources for Nutrition Precision Health: the All of Us Data and Research CenterU2COD023196 · OD · VANDERBILT UNIVERSITY MEDICAL CENTER · PI GLAZER, DAVID, HARRIS, PAUL A. · 2016 to 2022
$143.7MAdaptive Platform for Personalized EngagementU24OD023163 · OD · VIGNET, INC. · PI JAIN, PRADUMAN · 2017 to 2020
$102.6MUniversity of Arizona-Banner Health All of Us Research Program OT2OD026549 · OD · UNIVERSITY OF ARIZONA · PI MORENO, FRANCISCO A, REIMAN, ERIC MICHAEL · 2018 to 2023
$78.9MCalifornia Precision Medicine Research Program ConsortiumOT2OD026552 · OD · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI ANTON-CULVER, HODA A, OHNO-MACHADO, LUCILA · 2018 to 2023
$73.4MAll of Us PennsylvaniaOT2OD026554 · OD · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI REIS, STEVEN E, VISWESWARAN, SHYAM · 2018 to 2023
$72.1MNew York City Consortium for Precision MedicineOT2OD026556 · OD · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI BIER, LOUISE E, GHARAVI, ALI G · 2018 to 2023
$67.3MSouthEast Enrollment Center (SEEC) OT2OD026551 · OD · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI CARRASQUILLO, OLVEEN, COLON, VIVIAN · 2018 to 2023
$62.8MSouthern All of Us NetworkOT2OD026548 · OD · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI FOUAD, MONA N., KORF, BRUCE R · 2018 to 2023
$60.5MIllinois Precision Medicine Consortium OT2OD026557 · OD · NORTHWESTERN UNIVERSITY AT CHICAGO · PI AHSAN, HABIBUL, ARGOS, MARIA · 2018 to 2023
$60.5MThe New England Precision Medicine Consortium of the All of Us Research ProgramOT2OD026553 · OD · MASSACHUSETTS GENERAL HOSPITAL · PI CLARK, CHERYL RENEE, KARLSON, ELIZABETH W · 2018 to 2023
$58.8MNIH HHS OT2 OD023205NIH HHS OT2 OD023206NIH HHS OT2 OD025276NIH HHS OT2 OD025277NIH HHS OT2 OD025315NIH HHS OT2 OD025337NIH HHS OT2 OD026548NIH HHS OT2 OD026549NIH HHS OT2 OD026550NIH HHS OT2 OD026551NIH HHS OT2 OD026552NIH HHS OT2 OD026553NIH HHS OT2 OD026554NIH HHS OT2 OD026555NIH HHS OT2 OD026556NIH HHS OT2 OD026557NIH HHS U24 OD023121NIH HHS U24 OD023163NIH HHS U24 OD023176NIH HHS U2C OD023196
Abstract
PubMed holds no abstract for this paper.
Indexed as
All of Usbiometric monitoringdata qualityFitbitmissingnessnoisewearable device
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Read underepoch 390
Registered trials
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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.