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Record W3194216587 · doi:10.1177/13548565211034621

In the mood for disconnection

2021· article· en· W3194216587 on OpenAlexaff
Tero Karppi, Aleena Chia, Ana Jorge

Bibliographic record

VenueConvergence The International Journal of Research into New Media Technologies · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicGender, Feminism, and Media
Canadian institutionsSimon Fraser UniversityUniversity of Toronto
Fundersnot available
KeywordsDisconnectionCommodificationAmbiguityPerspective (graphical)PsychologyComputer sciencePower (physics)MoodInternet privacySocial psychologyArtificial intelligencePolitical scienceEconomics

Abstract

fetched live from OpenAlex

The needs and desires to disconnect, detox, and log out have been turned into commodities and found their expressions in detox camps, self-help books, and “offline” branded apparel. Disconnection studies have challenged the power of commodified disconnective practices to create real social change. In this article, we build on the notion of affective attunement to explore how disconnection commodities provide differential ways for individuals to respond to the challenges of connectivity, and how they can form larger patterns of resistance that cannot be dismissed as futile. We examine the ambiguity of disconnection commodities through three examples: a smartwatch kill switch and stealth mode features, detox floatation tank therapy, and make-up lines. Our approach turns the perspective from ends to the means of disconnection. We argue that these commodities do not offer hard breaks but they do let users attune to connectivity.

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)0.005
metaresearch head score (Gemma)0.023
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.674
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.023
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0000.001
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 head0.152
GPT teacher head0.458
Teacher spread0.306 · 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
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

Citations24
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueConvergence The International Journal of Research into New Media TechnologiesSame topicGender, Feminism, and MediaFrench-language works237,207