Evidence map›Paper›PMID 42835948›Full record

ArticleJSAMS plus2026

In-lab assessment of a ice hockey helmet-integrated sensor fusion framework for torque estimation: A proof-of-concept study.

Dario Sciacca, Anisoara Ionescu

Abstract readCase Reports
In one paragraph

Article in JSAMS plus, 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

2 authors.

Dario SciaccaSignal Processing Laboratory 5, Swiss Federal School of Technology (EPFL), 1015 Lausanne, Switzerland.
Anisoara IonescuSignal Processing Laboratory 5, Swiss Federal School of Technology (EPFL), 1015 Lausanne, Switzerland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study presents a proof-of-concept ice hockey helmet-integrated system for characterizing in-lab rotational loading, consisting of a single Inertial Measurement Unit (IMU) and custom soft foam force sensors. A total of 72 controlled pendulum impacts (33 J and 79 J) were delivered to a helmeted Anthropomorphic Test Device (ATD) at side and crown locations. A custom algorithm detected impacts and estimated torque by combining IMU-derived directions with force magnitudes. Results showed successful discrimination between conditions, with crown impacts producing lower torque. Recognizing torque as a relevant metric may improve monitoring and prevention of brain injury in contact sports.

Indexed as

Force sensorHead impact biomechanicsInertial Measurement UnitsInstrumented helmetTorque

Identifiers

PMID42835948
PMCPMC13636071

What OpenQuestion holds

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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.