Evidence map›Paper›PMID 34283229›Full record

SynthesisJAMA network open2021

Interventions Using Wearable Physical Activity Trackers Among Adults With Cardiometabolic Conditions: A Systematic Review and Meta-analysis.

Alexander Hodkinson, Evangelos Kontopantelis, Charles Adeniji, Harm van Marwijk, Brian McMillian, Peter Bower, Maria Panagioti

2 registry-linked trialsOpen access · goldAbstract readMeta-AnalysisSystematic Review
In one paragraph

Synthesis in JAMA network open, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 54 papers, 9 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
54citing papers in PubMed, 9 pooled it
8.6field-weighted citation impact, top 1% of its field
1 · What the graph read from it

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.

2 · The registry

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.

NCT07144774 nacompletednot on this mapstarted 2024, after this paper: background citation

The Effectiveness of Wearable Devices on Health Promotion in Individuals With Diabetes Mellitus

TypeinterventionalSponsorPacific UniversityRan2024 to 2024Enrolled9ConditionsDiabetes (DM)ArmsFitbit wrist-worn Inspire 2® activity tracker (Fitbit Inc., San Francisco, CA, USA)
NCT07736729 nanot yet recruitingnot on this mapstarted 2026, after this paper: background citation

Effect of Continuous Wearable Biometric Monitoring on Weight Loss and Metabolic Outcomes in Adults Undergoing Obesity Treatment: A Sensor-Mediated Adaptive Randomized Controlled Trial in Bariatric and Metabolic Intervention (SMART-BMI)

TypeinterventionalSponsorJeff ReevesRan2026 to 2031Enrolled260ConditionsObesityArmsBiometric-informed care, Control Arm: Standard Care
3 · Its place in the literature

Who cites it

54 citing papers in PubMed, 9 syntheses or guidelines pooled it, 99 citations in OpenAlex.

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  6. Physical activity promotion interventions in chronic airways disease: a systematic review and meta-analysis.European respiratory review : an official journal of the European Respiratory Society · 2023
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors at 4 institutions in 1 country.

Alexander HodkinsonNational Institute for Health Research, School for Primary Care Research, Manchester Academic Health Science Centre, University of Manchester, Manchester, United Kingdom.
Evangelos KontopantelisNational Institute for Health Research, School for Primary Care Research, Manchester Academic Health Science Centre, University of Manchester, Manchester, United Kingdom.
Charles AdenijiNational Institute for Health Research, School for Primary Care Research, Manchester Academic Health Science Centre, University of Manchester, Manchester, United Kingdom.
Harm van MarwijkDepartment of Primary Care and Public Health, Brighton and Sussex Medical School, University of Brighton, Brighton, United Kingdom.
Brian McMillianNational Institute for Health Research, School for Primary Care Research, Manchester Academic Health Science Centre, University of Manchester, Manchester, United Kingdom.
Peter BowerNational Institute for Health Research, School for Primary Care Research, Manchester Academic Health Science Centre, University of Manchester, Manchester, United Kingdom.
Maria PanagiotiNational Institute for Health Research, School for Primary Care Research, Manchester Academic Health Science Centre, University of Manchester, Manchester, United Kingdom.
University of Manchester · GBManchester Academic Health Science Centre · GBNational Institute for Health Research · GBUniversity of Brighton · GB

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Importance: Wearable physical activity (PA) trackers, such as accelerometers, fitness trackers, and pedometers, are accessible technologies that may encourage increased PA levels in line with current recommendations. However, whether their use is associated with improvements in PA levels in participants who experience 1 or more cardiometabolic conditions, such as diabetes, prediabetes, obesity, and cardiovascular disease, is unknown. Objective: To assess the association of interventions using wearable PA trackers (accelerometers, fitness trackers, and pedometers) with PA levels and other health outcomes in adults with cardiometabolic conditions. Data Sources: For this systematic review and meta-analysis, searches of MEDLINE, Embase, Cochrane Central Register of Controlled Trials, and PsycINFO were performed from January 1, 2000, until December 31, 2020, with no language restriction. A combination of Medical Subject Heading terms and text words of diabetes, obesity, cardiovascular disease, pedometers, accelerometers, and Fitbits were used. Study Selection: Randomized clinical trials or cluster randomized clinical trials that evaluated the use of wearable PA trackers, such as pedometers, accelerometers, or fitness trackers, were included. Trials were excluded if they assessed the trackers only as measuring tools of PA before and after another intervention, they required participants to be hospitalized, assessors were not blinded to the trackers, or they used a tracker to measure the effect of a pharmacological treatment on PA among individuals. Data Extraction and Synthesis: The study followed the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) reporting guideline. A random-effects model was used for the meta-analysis. Main Outcomes and Measures: The primary outcome was mean difference in PA levels. When the scale was different across studies, standardized mean differences were calculated. Heterogeneity was quantified using the I2 statistic and explored using mixed-effects metaregression. Results: A total of 38 randomized clinical trials with 4203 participants were eligible in the systematic review; 29 trials evaluated pedometers, and 9 evaluated accelerometers or fitness trackers. Four studies did not provide amenable outcome data, leaving 34 trials (3793 participants) for the meta-analysis. Intervention vs comparator analysis showed a significant association of wearable tracker use with increased PA levels overall (standardized mean difference, 0.72; 95% CI, 0.46-0.97; I2 = 88%; 95% CI, 84.3%-90.8%; P < .001) in studies with short to medium follow-up for median of 15 (range, 12-52) weeks. Multivariable metaregression showed an association between increased PA levels and interventions that involved face-to-face consultations with facilitators (23 studies; β = -0.04; 95% CI, -0.11 to -0.01), included men (23 studies; β = 0.48; 95% CI, 0.01-0.96), and assessed pedometer-based interventions (26 studies; β = 0.20; 95% CI, 0.02-0.32). Conclusions and Relevance: In this systematic review and meta-analysis, interventions that combined wearable activity trackers with health professional consultations were associated with significant improvements in PA levels among people with cardiometabolic conditions.

Indexed as

Cardiometabolic Risk FactorsFitness TrackersHumansWearable Electronic Devices

Identifiers

PMID34283229
PMCPMC9387744
OpenAlexW3183335966

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.