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Record W6966494167 · doi:10.3929/ethz-b-000735845

Moving Me, Moving You: Emotional Expressivity, Empathy, and Prior Experience Shape Whole-Body Movement Preferences

2025· other· en· W6966494167 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRepository for Publications and Research Data (ETH Zurich) · 2025
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsDanceEmpathyMovement (music)BeautyEmpirical researchPerceptionSophisticationClothing

Abstract

fetched live from OpenAlex

Aesthetics shape and color almost every aspect of our daily lives, from the products we interact with and the clothes we wear to the design of our homes and cities. However, many people associate aesthetics with art, and an historical academic interest in the factors that shape the experience of engaging with art has yielded rich insights into our understanding of the value and ubiquity of empirical aesthetics. While most existing research has focused on music and the visual arts, there is a growing interest in the aesthetics of human movement among empirical aesthetics researchers. In the present study, we sought to examine how individual differences in global empathy and previous movement experience influence aesthetic evaluations of dance sequences. Observers (N = 55) completed a self-report measure of global empathy (Toronto Empathy Questionnaire), provided an assessment of their prior dance experience (via the Goldsmith's Dance Sophistication Index) and rated a series of whole-body point-light display movements (imbued with happiness, sadness, anger, fear, and nonexpressive neutrality) from the McNorm Library (Smith & Cross, 2023) in terms of beauty and liking on 100-point slider scales. Participants demonstrated a general preference for emotionally expressive movement sequences, while specific types of emotional expressivity influenced liking, but not beauty, judgments. Additionally, differences in both prior dance experience and levels of global empathy influenced aesthetic evaluations of the McNorm Library dance clips. We consider the implications of these results for empirical aesthetics and social perception research and discuss how empirical aesthetics research in this area may be of interest, or use, to dance practitioners.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.165
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0020.002
Open science0.0030.005
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.111
GPT teacher head0.396
Teacher spread0.285 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it