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Record W4417010037 · doi:10.1080/15295036.2025.2586771

From the bathroom of platform governance: Twitch, container tech & hot tub media

2025· article· en· W4417010037 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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueCritical Studies in Media Communication · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDigital Economy and Work Transformation
Canadian institutionsUniversity of Calgary
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsContainer (type theory)High techDoorsClothing

Abstract

fetched live from OpenAlex

This paper considers Twitch’s 2021 “Hot Tub Meta” as a case study on how gendered public performances are regulated within game-centric platform cultures. Drawing on Zoe Sofia’s [Sofia, Z. (2000). Container Ttchnologies. Hypatia, 15(2), 181-201. https://doi.org/10.1353/hyp.2000.0029] concept of “container technologies,” I argue that Twitch’s institutional response to the Hot Tub Meta reveals how gendered place-making and embodiment are managed through a containment strategy that disciplines emerging non-digital gaming leisure genres in relation to the platform’s core gaming activities. I contribute to ongoing debates in Twitch Studies by examining how platform governance operates through discursive and infrastructural mechanisms to regulate bodies, spaces, and behaviors. Methodologically, I conduct a cultural text analysis of Twitch’s Terms of Service, Community Guidelines, Transparency Reports, and official blog posts, treating these documents as cultural texts that define the limits of propriety, play, and platform legibility. Supplemented by popular media coverage, this analysis situates the controversy around bath- and bedroom-based streaming within Twitch’s broader moderation framework. I conclude by examining how alternative approaches to platformed play, understood as a site of governance, can reshape debates about legitimacy. Such approaches move beyond the normative boundaries that currently determine which forms of play and cultural production are sanctioned within livestreaming cultures.

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)0.001
metaresearch head score (Gemma)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.437
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.075
GPT teacher head0.384
Teacher spread0.309 · 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