Evidence map›Paper›PMID 40513029›Full record

ArticleJMIR formative research2025

Feasibility of Data Collection Via Consumer-Grade Wearable Devices in Adolescent Student Athletes: Prospective Longitudinal Cohort Study.

Danielle Ransom, Brant Tudor, Sarah Irani, Mohamed Rehman, Stacy Suskauer, P Patrick Mularoni, Luis Ahumada

Abstract read
In one paragraph

Article in JMIR formative research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Danielle RansomJohns Hopkins All Children's Hospital, 880 Sixth Street South, Suite 460, St. Petersburg, FL, 33701, United States, 1 7277674824.ORCID 0000-0002-5744-9760
Brant TudorJohns Hopkins All Children's Hospital, 880 Sixth Street South, Suite 460, St. Petersburg, FL, 33701, United States, 1 7277674824.ORCID 0000-0001-7011-8125
Sarah IraniJohns Hopkins All Children's Hospital, 880 Sixth Street South, Suite 460, St. Petersburg, FL, 33701, United States, 1 7277674824.ORCID 0009-0005-1091-840X
Mohamed RehmanJohns Hopkins All Children's Hospital, 880 Sixth Street South, Suite 460, St. Petersburg, FL, 33701, United States, 1 7277674824.ORCID 0000-0003-4138-9895
Stacy SuskauerJohns Hopkins University School of Medicine, Baltimore, MD, United States.ORCID 0000-0002-5009-5584
P Patrick MularoniJohns Hopkins All Children's Hospital, 880 Sixth Street South, Suite 460, St. Petersburg, FL, 33701, United States, 1 7277674824.ORCID 0009-0009-1157-2075
Luis AhumadaJohns Hopkins All Children's Hospital, 880 Sixth Street South, Suite 460, St. Petersburg, FL, 33701, United States, 1 7277674824.ORCID 0000-0002-6856-6698

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Recent advancements in sports medicine have been fueled by innovative technologies, particularly consumer-grade wearable devices like Fitbit, Apple Watch, and Garmin. These devices offer physiological and biomechanical data and hold promise for personalized, real-time, and remote assessment of athlete recovery. However, few studies have been conducted with these devices in adolescent student athletes. Objective: The primary objective of this study was to assess the feasibility of integrating consumer-grade wearable technology into injury recovery monitoring of adolescent student athletes. Methods: The study included 34 high school student athletes aged 14-18 diagnosed with either concussion or orthopedic injury, enrolled within 10 days of injury. Participants were equipped with a Fitbit Sense for continuous monitoring of physiological markers, including cardiovascular metrics, physical activity levels, and sleep patterns. Data collection extended 4-6 weeks beyond injury clearance, during which adherence rates were assessed at both hourly and daily intervals. Hourly adherence was defined as the proportion of participants with at least 1 recorded heart rate data point per hour, while daily adherence was defined as the proportion of participants with at least 1 recorded heart rate data point per 24-hour period. Results: The study demonstrated high participant adherence to wearing the device. The orthopedic injury cohort exhibited a median adherence rate of 95%, with individual rates ranging from 82% to 100%. Similarly, the concussion cohort demonstrated a median adherence rate of 93%, with adherence rates spanning from 37% to 100%. Notably, the study encountered minimal issues related to device functionality, with only 1 participant necessitating a device replacement. Conclusions: These findings demonstrate successful integration of wearable technology in data collection for adolescent student athletes recovering from sports-related injuries. However, it is important to consider current limitations, including factors that may influence data accuracy and precision. In conclusion, this feasibility study demonstrates the practicality of using consumer-grade wearable technology for the collection of physiological and biomechanical parameters in adolescent student athletes recovering from sport-related injuries. The high level of adherence highlights the potential applicability of consumer-grade wearable devices in this population. Study findings lay the foundation for future investigations with larger and more diverse cohorts to identify the utility of device metrics in identifying unique patterns of injury-specific recovery (ie, sport-related concussion). Consumer-grade wearable devices offer promise for optimizing assessment and management of injured athletes through wearable technology integration into standard clinical protocols.

Indexed as

AthletesAthletic InjuriesData CollectionWearable Electronic DevicesAdolescentBrain ConcussionFeasibility StudiesFemaleHumansLongitudinal StudiesMaleProspective StudiesStudentsadolescentadolescentsadolescent student athletesathleteathletesathleticsconcussiondata collectionFitbitinjuriesinjurymonitormonitoringmusculoskeletal issuesorthopedicorthopedic injuriesrecoverrecovery monitoringsensorssportsportssports-related injuriesstudentsteenteenagerteenagersteenswearablewearableswearable technology

Identifiers

PMID40513029
PMCPMC12180680

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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.