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Record W6999490040

Crafty Impressions: The (New) Visual Culture of Contemporary Fibre Craft

2021· dissertation· en· W6999490040 on OpenAlexaboutno aff

Bibliographic record

VenueTSpace (University of Toronto) · 2021
Typedissertation
Languageen
FieldArts and Humanities
TopicCrafts, Textile, and Design
Canadian institutionsnot available
Fundersnot available
KeywordsCraftTransformative learningPoliticsThe artsSocial mediaVisual cultureHandicraftDigital media
DOInot available

Abstract

fetched live from OpenAlex

In recent years in the Global North, there has been an extraordinary resurgence of craft. Do-it yourself and domestic fibre-based arts and crafts have proliferated in homes, workshops and online. The pandemic has further extended these developments. Today, craft is practiced for its physical slowness, intrinsic rewards, creative expression and psychological benefits. Craft is also pursued as a form of paid work. This is particularly true for a growing number of middle-class,white women in Canada and the United States. Increasingly, many craft workers are turning to visual and digital mediums, such as photography, video, blogging and social media, in an effort to showcase their work, exchange creative and technical ideas, cultivate communities, and generate business opportunities. Drawing on a mixed-methods approach and focusing on the hand-knitting industry in Canada and the United States, this dissertation explores the ways in which photographs circulated on social media platforms are bound up in the creative and labour practices, subjectivities, bodies, affects and politics of particular craft workers. The research suggests as craft workers use visual and digital media for the purposes of cultivating creativity, income, communities and political solidarity, they are simultaneously caught up in broader\ntechno-capitalist systems of power.These systems can create opportunities and pathways; they can also limit capacity to earn a secure and stable living, encourage the governing and surveillance of creativity, bodies and emotions, and facilitate the marginalization of transformative politics. Highlighting the ways in which the visual and material are not separate but conjoined, the case of the hand-knitting industry demonstrates how images circulated on social media platforms are bound up in networks of power that span across geography and time, and have important human, social, political and economic contexts and consequences. Adding empirical analysis to the ways in which images circulated on social media platforms do not just show things, but do things (Tolia-Kelly and Rose, 2012), this dissertation offers new perspectives on, and contributes to broader conversations about, visual culture, creative labour, platform economies and social justice, providing analysis on the interconnectedness of these systems, and how they relate to life both online and offline.

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 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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.415
Threshold uncertainty score0.946

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0730.000

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 head0.025
GPT teacher head0.259
Teacher spread0.234 · 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 teacher head, not a consensus.

Study designQualitative
Domainnot available
GenreOther

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

Citations0
Published2021
Admission routes1
Has abstractyes

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