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Record W2006292554 · doi:10.1109/mprv.2014.47

Fabricating Bendy: Design and Development of Deformable Prototypes

2014· article· en· W2006292554 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

VenueIEEE Pervasive Computing · 2014
Typearticle
Languageen
FieldComputer Science
TopicInteractive and Immersive Displays
Canadian institutionsCarleton University
Fundersnot available
KeywordsComputer scienceLeverage (statistics)Process (computing)FabricationSet (abstract data type)User interfaceHuman–computer interactionArtificial intelligence

Abstract

fetched live from OpenAlex

Deformable user interfaces leverage the physical actions we use intuitively to interact with real objects. It is therefore important to consider a prototype's physical characteristics when conducting research on deformable interactions. To create an authentic product experience, the authors set out to build a prototype that would mimic potential commercialized flexible devices and achieve the realism often lacking in low-fidelity prototypes. In this article, they outline the design and fabrication process to create Bendy, a prototype for studying deformable user interfaces. Their method creates prototypes quickly (one day) and inexpensively (approximately US $70) by using readily available materials. In addition, the process lets other researchers customize physical properties and interaction language to fit their specific purposes. The deformable prototype is composed of three main layers: a flexible plastic, an array of bend sensors connected to a flexible circuit, and a layer of silicone that encloses the sensors and circuit. The authors describe the fabrication process and demonstrate their method with two additional case studies. This article is part of a special issue on fabrication and printing. The Web extra shows the fabrication process, from the circuit design to printing and testing our flexible circuit, to creating the final Bendy prototype and playing Pac-Man using our deformable prototype. The web extra for this article can be found at http://youtu.be/PJ5ee5gAbm8.

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: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.642
Threshold uncertainty score0.492

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 head0.028
GPT teacher head0.259
Teacher spread0.231 · 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