Evidence map›Paper›PMID 41305196›Full record

ArticleSensors (Basel, Switzerland)2025

Inferring Mental States via Linear and Non-Linear Body Movement Dynamics: A Pilot Study.

Tad T Brunyé, Kana Okano, James McIntyre, Madelyn K Sandone, Lisa N Townsend, Marissa Marko Lee, Marisa Smith, Gregory I Hughes

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. 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

8 authors.

Tad T BrunyéU.S. Army DEVCOM Soldier Center, Natick, MA 01760, USA.ORCID 0000-0002-8788-8764
Kana OkanoCenter for Applied Brain and Cognitive Sciences, Tufts University, Medford, MA 02155, USA.ORCID 0000-0001-7289-9447
James McIntyreCenter for Applied Brain and Cognitive Sciences, Tufts University, Medford, MA 02155, USA.ORCID 0000-0003-2072-4383
Madelyn K SandoneCenter for Applied Brain and Cognitive Sciences, Tufts University, Medford, MA 02155, USA.ORCID 0009-0002-6030-1844
Lisa N TownsendU.S. Army DEVCOM Soldier Center Simulation and Training Technology Center (STTC), Orlando, FL 32826, USA.
Marissa Marko LeeCenter for Applied Brain and Cognitive Sciences, Tufts University, Medford, MA 02155, USA.ORCID 0000-0002-1490-6861
Marisa SmithCenter for Applied Brain and Cognitive Sciences, Tufts University, Medford, MA 02155, USA.
Gregory I HughesU.S. Army DEVCOM Soldier Center, Natick, MA 01760, USA.ORCID 0000-0002-0010-0613

Funding

U.S. Army DEVCOM Soldier Center W911-QY-19-R-0003
6 · The paper itself

Abstract

Stress, workload, and uncertainty characterize occupational tasks across sports, healthcare, military, and transportation domains. Emerging theory and empirical research suggest that coordinated whole-body movements may reflect these transient mental states. Wearable sensors and optical motion capture offer opportunities to quantify such movement dynamics and classify mental states that influence occupational performance and human-machine interaction. We tested this possibility in a small pilot study (

Indexed as

EmotionsMovementAdultFemaleHumansMaleNonlinear DynamicsPilot ProjectsWearable Electronic DevicesYoung Adultcognitive state estimationinertial measurement unitsmachine learningmovement dynamicsoptical motion captureuncertaintyworkload

Identifiers

PMID41305196
PMCPMC12656492

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.