Evidence map›Paper›PMID 40461836›Full record

ArticleBehavior research methods2025

forceplate: An R package for processing raw force-plate time-series data.

Raphael Hartmann, Anton Koger, Elisa R Straub, Leif Johannsen, Iring Koch, Denise N Stephan, Hermann Müller, Andrea Kiesel

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Article in Behavior research methods, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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0cells of the map it votes in
2citing papers in PubMed
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1 · What the graph read from it

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2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Raphael HartmannUniversity of Freiburg, Freiburg, Germany. raphael.hartmann@psychologie.uni-freiburg.de.ORCID http://orcid.org/0000-0003-4686-9329
Anton KogerUniversity of Aachen, Aachen, Germany.ORCID http://orcid.org/0009-0004-6906-5184
Elisa R StraubUniversity of Freiburg, Freiburg, Germany.ORCID http://orcid.org/0000-0002-3727-1600
Leif JohannsenUniversity of Aachen, Aachen, Germany.ORCID http://orcid.org/0000-0002-2441-3163
Iring KochUniversity of Aachen, Aachen, Germany.ORCID http://orcid.org/0000-0001-9664-8220
Denise N StephanUniversity of Aachen, Aachen, Germany.ORCID http://orcid.org/0000-0001-6390-3985
Hermann MüllerUniversity of Gießen, Gießen, Germany.ORCID http://orcid.org/0000-0001-5998-3660
Andrea KieselUniversity of Freiburg, Freiburg, Germany.ORCID http://orcid.org/0000-0001-5564-010X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Evidence supporting the interaction between cognitive and motor processes is increasing. Conventional approaches to analyze balance control aggregate sway data over seconds up to minutes, which presents a challenge in discerning the impact of single cognitive processes on balance control. In this paper, we propose a novel, event-related approach to investigate how cognitive task performance affects balance control on small time scales using a force plate. A force plate continuously measures forces and moments in each spatial dimension over time. To facilitate the processing of the resulting time-series data, we developed an R-package called forceplate. This package segments the data so that each trial, corresponding to a cognitive task, has its own time-series data. A low-pass filter can be applied to remove artifacts (e.g., muscle twitches or electrical noise), and a baseline correction can be performed to improve the comparability of trials. For each trial's time-series data, user-defined descriptive statistics (e.g., mean or standard deviation) can be calculated for user-defined time bins around an event (e.g., stimulus or response onset). The package generates a dataset with one or more measures per trial (depending on the number of time bins) that can be used for further analysis, such as a (mixed-effects) analysis of variance. The R-package and the described underlying procedure aim to establish a standard to process force-plate data collected in the context of cognitive experiments for the event-related approach. This facilitates the processing of force-plate data and enhances comparability between studies.

Indexed as

CognitionPostural BalanceSoftwareHumansPsychomotor PerformanceTime FactorsEvent lockingEvent relatedForce plateR packageSegmentationTime series

Identifiers

PMID40461836
PMCPMC12133998

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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.