Comparing Synchronicity in Body Movement among Jazz Musicians with Their Emotions.

Anushka Bhave, Josephine van Delden, Peter A Gloor, Fritz K Renold

Open access · goldAbstract readComparative Study

In one paragraph

Article in Sensors (Basel, Switzerland), 2023. 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

0.3field-weighted citation impact, top 38% of its field

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, 1 citations in OpenAlex.

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

4 authors.

Anushka BhaveMIT Center for Collective Intelligence, Cambridge, MA 02142, USA.

Josephine van DeldenMIT Center for Collective Intelligence, Cambridge, MA 02142, USA.

Peter A GloorMIT Center for Collective Intelligence, Cambridge, MA 02142, USA.ORCID 0000-0002-7271-3224

Fritz K RenoldShanti Music Productions Renold & Co., 5012 Schönenwerd, Switzerland.

Funding

Beisheim Stiftung JazzaarLagerhaeuser Aarau JazzaarMigros JazzaarStadt Aarau JazzaarSwissuniversities JazzaarWeinkellereien Aarau JazzaarWerner Siemens Stiftung Jazzaar

6 · The paper itself

Abstract

This paper presents novel preliminary research that investigates the relationship between the flow of a group of jazz musicians, quantified through multi-person pose synchronization, and their collective emotions. We have developed a real-time software to calculate the physical synchronicity of team members by tracking the difference in arm, leg, and head movements using Lightweight OpenPose. We employ facial expression recognition to evaluate the musicians' collective emotions. Through correlation and regression analysis, we establish that higher levels of synchronized body and head movements correspond to lower levels of disgust, anger, sadness, and higher levels of joy among the musicians. Furthermore, we utilize 1-D CNNs to predict the collective emotions of the musicians. The model leverages 17 body synchrony keypoint vectors as features, resulting in a training accuracy of 61.47% and a test accuracy of 66.17%.

Indexed as

DisgustFacial RecognitionEmotionsFacial ExpressionHead MovementsHumansaffective computingcollective behaviour analysisconvolutional neural networksfacial emotion recognitionmulti-person pose synchronizationpose estimation

Identifiers

PMID37571571

DOI10.3390/s23156789

PMCPMC10422624

OpenAlexW4385421249

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.