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Record W7108069759 · doi:10.1016/j.ijhcs.2025.103631

Feel–Play–Imagine: Structured introduction and imagination of haptics with storytellers

2025· article· en· W7108069759 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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueInternational Journal of Human-Computer Studies · 2025
Typearticle
Languageen
FieldNeuroscience
TopicTactile and Sensory Interactions
Canadian institutionsBrock UniversityDalhousie UniversityUniversity of Waterloo
FundersNatural Sciences and Engineering Research Council of CanadaMitacsUniversity of WaterlooCanada Foundation for InnovationOntario Research Foundation
KeywordsHaptic technologyWorksheetContext (archaeology)CreativityModalitiesStereotaxy

Abstract

fetched live from OpenAlex

Haptic technology offers new opportunities for interaction, yet remains inaccessible to people unfamiliar with the technology due to challenges in rapid prototyping and the absence of a widely understood vocabulary, making early-stage design communication difficult. To address these challenges, we developed Feel-Play-Imagine (FPI), a method for haptics experts to involve team members and stakeholders in the early stages of design, and explored its use in the context of storytelling. FPI involves introducing people to haptics through experiencing polished haptic experiences in context (Feel) and experimenting with alternative modalities (Play), then engaging in discussions using stories to imagine designed experiences (Imagine). We report on the results of using FPI in an ongoing co-design project and a lab study with 10 expert storytellers from various backgrounds. Our findings include the value of hands-on and playful experiences to learn about haptic technologies, the ability of FPI to support design decisions, the ability of our developed Worksheet to structure discussion in some contexts, and the need to support multimodal and gestural communication when discussing haptic and tangible interaction.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.101
Threshold uncertainty score0.372

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 head0.023
GPT teacher head0.331
Teacher spread0.308 · 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