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Record W4320039215 · doi:10.1177/15274764221150162

“Let’s Go Make Some Videos!”: Post-Feminist Digital Media on Tween-Coms

2023· article· en· W4320039215 on OpenAlexafffund
Tamar Faber, Natalie Coulter

Bibliographic record

VenueTelevision & New Media · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicGender, Feminism, and Media
Canadian institutionsYork University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsFraming (construction)IdeologyDigital mediaCapitalismSociologySubject (documents)GirlMedia studiesFeminist theoryCritical theoryGender studiesSubjectivityFeminismPolitical scienceLawEpistemologyPoliticsPsychologyHistoryComputer science

Abstract

fetched live from OpenAlex

. Using the theoretical frameworks of critical digital labor studies, girls' media studies, and feminist theory, we argue that the tween-coms imagine the tween content creator as a post-feminist neoliberal subject in three ways: first, by hiding the labor behind the affective sentiments of play; second, by obscuring the misogynistic structure; and third, by framing childhood digital spaces as separate from adult spheres, legitimizing corporate encroachments into children's digital lives. The shows are a distillation of the neoliberal, post-feminist ideologies that define late-stage capitalism. The discursive formation of digital girls on children's television has been overlooked in the field of digital studies and girl studies. Our paper explores how digital content creation is discursively constructed within the cultural imaginaries of children's media.

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)0.001
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.666
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.010

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 head0.050
GPT teacher head0.311
Teacher spread0.261 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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

Citations2
Published2023
Admission routes2
Has abstractyes

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