Evidence map›Paper›PMID 42884515›Full record

Trial reportSensors (Basel, Switzerland)2026

Gamified IMU Sensor-Based System for Training Head-Orientation Tasks in Healthy Teenagers: Event-Driven Architecture and Randomised Pilot Feasibility Study.

Andrea Calleja-Caballero, Héctor Sánchez San-Blas, Josué Prieto Prieto, Fátima Pérez-Robledo, André Filipe Sales Mendes

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Andrea Calleja-CaballeroDepartment of Nursing and Physiotherapy, University of Salamanca, 37007 Salamanca, Spain.ORCID 0000-0002-4674-7025
Héctor Sánchez San-BlasOntology Engineering Group, ETSI Informáticos, Polytechnic University of Madrid, 28223 Madrid, Spain.ORCID 0000-0003-1808-4364
Josué Prieto PrietoInstituto Universitario de Ciencias de la Educación (IUCE), University of Salamanca, 37008 Salamanca, Spain.ORCID 0000-0002-6379-451X
Fátima Pérez-RobledoDepartment of Nursing and Physiotherapy, University of Salamanca, 37007 Salamanca, Spain.ORCID 0000-0003-2695-0250
André Filipe Sales MendesDepartment of Computer Science and Automation, University of Salamanca, 37008 Salamanca, Spain.ORCID 0000-0003-0976-2784

Funding

Universidad de Salamanca PC_TCUE25_026
6 · The paper itself

Abstract

Sensor systems integrated with gamified environments have increasingly been incorporated into the monitoring of musculoskeletal disorders. This study evaluates the operational feasibility of a motion-capture system based on an inertial measurement unit for training head-orientation tasks. Because a single sensor is placed on the head without thoracic fixation, the system estimates head orientation relative to space rather than isolated cervical motion. The event-driven architecture is organised into five logical layers and uses an asynchronous publish-subscribe bus for data acquisition, sensor fusion through the Madgwick filter, and local rendering in WebGL. A randomised pilot study involving 22 teenagers allocated to two parallel groups (11 per group) was conducted over eight weeks (three sessions per week). Participants were assigned to either the gamified system or a comparable active cervical exercise program. No participant-reported connectivity or hardware events prevented session completion. Self-reported adherence was 100%, and no adverse events were reported. Exploratory analyses showed that both groups reduced task completion time, whereas the reduction in time spent outside the target trajectory was statistically significant only in the experimental group; the between-group comparison of pre-post changes was not statistically significant. These findings indicate the system's operational feasibility in healthy teenagers.

Indexed as

HeadMotion CaptureVideo GamesAdolescentFeasibility StudiesFemaleHead MovementsHumansMalePilot ProjectsBLE sensorsedge computingevent-driven architecturegamificationhead orientationhuman–computer interaction

Identifiers

PMID42884515
PMCPMC13667489

What OpenQuestion holds

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Registered trials

None linked

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.