ArticleCirculation. Cardiovascular quality and outcomes2022
Trends in Consumer Wearable Devices With Cardiac Sensors in a Primary Care Cohort.
Open access · bronzeAbstract readLetter
In one paragraph
Article in Circulation. Cardiovascular quality and outcomes, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers, 1 of them a synthesis that pooled it.
0numbers the graph read from it
0cells of the map it votes in
20citing papers in PubMed, 1 pooled it
5.1field-weighted citation impact, top 4% of its field
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
20 citing papers in PubMed, 1 synthesis or guideline pooled it, 31 citations in OpenAlex.
- Impact of Skin Pigmentation on Pulse Oximetry Blood Oxygenation and Wearable Pulse Rate Accuracy: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2024Pooled it
- Automated interpretations of single-lead electrocardiograms predict incident atrial fibrillation: The VITAL-AF trial.Heart rhythm · 2024Trial
- The All of Us Research Program's wearables dataset.Nature medicine · 2026Article
- Impact of Extravalvular Remodeling on Wearable Smartwatch-Recorded Physical Activity in Patients Undergoing Transcatheter Aortic Valve Implantation for Severe Symptomatic Aortic Stenosis.Journal of the American Heart Association · 2026Article
- Outcomes and Management of Stressor-Associated Atrial Fibrillation: JACC State-of-the-Art Review.Journal of the American College of Cardiology · 2025Review
- Development and multinational validation of an ensemble deep learning algorithm for detecting and predicting structural heart disease using noisy single-lead electrocardiograms.European heart journal. Digital health · 2025Article
- Smartwatches in the assessment of heart failure patients in epidemiology and pathophysiology studies: A scoping review.ESC heart failure · 2025Article
- Artificial Intelligence-Enabled Prediction of Heart Failure Risk From Single-Lead Electrocardiograms.JAMA cardiology · 2025Article
- Advances in Electrocardiogram-Based Artificial Intelligence Reveal Multisystem Biomarkers.Journal of clinical & experimental cardiology · 2025Article
- Artificial Intelligence Enabled Prediction of Heart Failure Risk from Single-lead Electrocardiograms.medRxiv : the preprint server for health sciences · 2024Article
- Heart rate variability wrist-wearable biomarkers identify adverse posttraumatic neuropsychiatric sequelae after traumatic stress exposure.Psychiatry research · 2024Observational
- Study Protocol for the Artificial Intelligence-Driven Evaluation of Structural Heart Diseases Using Wearable Electrocardiogram (ID-SHD).medRxiv : the preprint server for health sciences · 2024Article
- On the design and development of a handheld electrocardiogram device in a clinical setting.Frontiers in digital health · 2024Article
- Systems of care for ambulatory management of decompensated heart failure.Frontiers in cardiovascular medicine · 2024Review
- Use of Consumer Wearables in Health Research: Issues and Considerations.Journal of medical Internet research · 2023Article
- Performance of Single-Lead Handheld Electrocardiograms for Atrial Fibrillation Screening in Primary Care: The VITAL-AF Trial.JACC. Advances · 2023Article
- Effects of a patient-centered digital health intervention in patients referred to cardiac rehabilitation: the Smart HEART clinical trial.BMC cardiovascular disorders · 2023Article
- Physician responses to apple watch-detected irregular rhythm alerts.American heart journal · 2023Article
- Consumer Wearable Health and Fitness Technology in Cardiovascular Medicine: JACC State-of-the-Art Review.Journal of the American College of Cardiology · 2023Review
- Use of Wearable Devices in Individuals With or at Risk for Cardiovascular Disease in the US, 2019 to 2020.JAMA network open · 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
10 authors at 3 institutions in 1 country.
Mostafa A Al-AlusiDivision of Cardiology (M.A.A., S.K., R.V., D.P., P.T.E., S.A.L.), Department of Medicine, Massachusetts General Hospital, Boston, MA.
Shaan KhurshidDivision of Cardiology (M.A.A., S.K., R.V., D.P., P.T.E., S.A.L.), Department of Medicine, Massachusetts General Hospital, Boston, MA.ORCID 0000-0002-2840-4539
Xin WangCardiovascular Research Center (M.A.A., S.K., X.W., R.V., D.P., P.T.E., S.A.L.), Department of Medicine, Massachusetts General Hospital, Boston, MA.
Rachael A VennDivision of Cardiology (M.A.A., S.K., R.V., D.P., P.T.E., S.A.L.), Department of Medicine, Massachusetts General Hospital, Boston, MA.
Daniel PipilasDivision of Cardiology (M.A.A., S.K., R.V., D.P., P.T.E., S.A.L.), Department of Medicine, Massachusetts General Hospital, Boston, MA.
Jeffrey M AshburnerDivision of General Internal Medicine (J.M.A., D.E.S., S.J.A.), Department of Medicine, Massachusetts General Hospital, Boston, MA.ORCID 0000-0002-5600-3492
Patrick T EllinorDivision of Cardiology (M.A.A., S.K., R.V., D.P., P.T.E., S.A.L.), Department of Medicine, Massachusetts General Hospital, Boston, MA.ORCID 0000-0002-2067-0533
Daniel E SingerDivision of General Internal Medicine (J.M.A., D.E.S., S.J.A.), Department of Medicine, Massachusetts General Hospital, Boston, MA.ORCID 0000-0001-6145-4848
Steven J AtlasDivision of General Internal Medicine (J.M.A., D.E.S., S.J.A.), Department of Medicine, Massachusetts General Hospital, Boston, MA.
Steven A LubitzDivision of Cardiology (M.A.A., S.K., R.V., D.P., P.T.E., S.A.L.), Department of Medicine, Massachusetts General Hospital, Boston, MA.ORCID 0000-0002-9599-4866
Broad Institute · USHarvard University · USMassachusetts General Hospital · US
Funding
IDENTIFICATION OF COMMON GENETIC VARIANTS FOR ATRIAL FIBRILLATION AND PR INTERVALR01HL092577 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI BENJAMIN, EMELIA J., ELLINOR, PATRICK THOMAS · 2009 to 2025
$20.6MGenomics of Cardiac ArrhythmiasR01HL139731 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI ELLINOR, PATRICK THOMAS · 2018 to 2022
$3.3MUsing Electrocardiogram Genetics to Inform Arrhythmia RiskR01HL157635 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI ELLINOR, PATRICK THOMAS, MIRSHAHI, TOORAJ · 2022 to 2025
$2.9MMentoring in Arrhythmia ResearchK24HL105780 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI ELLINOR, PATRICK THOMAS · 2011 to 2020
$1.2MIdentifying primary care patients at increased risk of atrial fibrillation for screening interventionsK01HL148506 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI ASHBURNER, JEFFREY M · 2019 to 2023
$887kAmerican Heart Association-American Stroke Association 18SFRN34110082NHLBI NIH HHS K01 HL148506NHLBI NIH HHS K24 HL105780NHLBI NIH HHS R01 HL092577NHLBI NIH HHS R01 HL139731NHLBI NIH HHS R01 HL157635
Abstract
PubMed holds no abstract for this paper.
Indexed as
Atrial FibrillationWearable Electronic DevicesCohort StudiesElectrocardiographyElectrocardiography, AmbulatoryHumansPrimary Health Careatrial fibrillationcardiac arrhythmiaselectrocardiographyexerciseheart rate
Identifiers
What OpenQuestion holds
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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.