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Record W2104269070 · doi:10.1162/1054746041944777

A Model of Playfulness and Flow in Virtual Reality Interactions

2004· article· en· W2104269070 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenuePRESENCE Virtual and Augmented Reality · 2004
Typearticle
Languageen
FieldPsychology
TopicFlow Experience in Various Fields
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsVolition (linguistics)Construct (python library)PsychologyCreativityVirtual realitySocial psychologyCognitive psychologyHuman–computer interactionComputer science

Abstract

fetched live from OpenAlex

This paper develops an integrated model of playfulness and flow in virtual reality (VR) computer interactions using constructs drawn from the fields of occupational therapy, social psychology, applied psychology, and cultural anthropology. The purpose of this paper is to describe some ongoing research in our lab with disabled children and adults. We propose some testable hypotheses linked to constructs in the model that we have done some preliminary research in, and we suggest other hypothesis testing for future research. Key elements in the model that have been tested in our lab include self-efficacy and volition. They are seen as necessary characteristics of an individual that will influence his or her playfulness with the activity of VR. Flow and playfulness were two other constructs in the model that we hypothesize are related to volition and self-efficacy. We studied how flow is related to playfulness. The findings supported previous research on self-efficacy and volition as children and adults reported that being in control was important and stressed the value of being able to do new things. Playfulness was expressed as being able to feel presence with the activity. We looked at how playfulness was related to creativity, another construct in the model believed to be an outcome of playfulness. These studies will be reported in more detail in the paper as well as recommendations for further research.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.563
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.059
GPT teacher head0.348
Teacher spread0.288 · 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