MétaCan
Menu
Back to cohort
Record W3095420240 · doi:10.1386/crre_00027_1

Translational craft: Handmade and gestural knowledge in analogue–digital material practice

2020· article· en· W3095420240 on OpenAlexaff
Nithikul Nimkulrat

Bibliographic record

VenueCraft Research · 2020
Typearticle
Languageen
FieldArts and Humanities
TopicCrafts, Textile, and Design
Canadian institutionsOntario College of Art and Design
Fundersnot available
KeywordsCraftComputer scienceWorkflowMeaning (existential)Process (computing)Human–computer interactionGestureMultimediaVisual artsArtificial intelligencePsychologyArt

Abstract

fetched live from OpenAlex

Abstract This article investigates how craft knowledge can be utilized and acquired in the handcrafting process using digital tools and digital fabrication methods. It is based on a study that seeks ways in which craft-making and handcrafted objects can be translated using digital technology and addresses the following questions: (1) What forms of knowing and meaning-making are evolving in a craftsperson working with digital means? (2) What does it mean to manipulate material in computer-aided design through virtual reality, and how does this inform analogue material practice and experimentation? The study was carried out through the author’s craft practice. Originating with a hand-knotted artefact, the author transformed this analogue form into digital form using a range of techniques. The activities act as both a survey of digital fabrication capabilities and a way of exploring new thinking mechanisms offered by this emerging form of practice. The study broadens our understanding of the craftsperson’s role within the capabilities and limitations of digital interface and tools. Several iterations of digitally fabricated objects were documented and reflected upon. This emerging craft practice acts as a catalyst for established disciplines within art and design to collide and interact. Outcomes of this study include mapping new workflows and the translation of gestures within digital and analogue material practice and reflection on how the materials and methods used in digital fabrication have the potential to expand the meanings connected to the things that are created. These outcomes evidence not only how the craftsperson utilizes her previously acquired knowledge in a new context of working with digital tools but also how she acquires new handmade knowledge through the act of translating analogue practice into a digital one.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0030.032
Scholarly communication0.0070.006
Open science0.0010.006
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0080.000

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 head0.206
GPT teacher head0.372
Teacher spread0.166 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations9
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueCraft ResearchSame topicCrafts, Textile, and DesignFrench-language works237,207