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Record W4220886803 · doi:10.1111/socf.12810

The Enigma of an Emerging Pink Economy in China: Pain Points, Entrepreneurial Opportunities, and Organizational Legitimacy<sup>1</sup>

2022· article· en· W4220886803 on OpenAlexaff
Xingshu Liu

Bibliographic record

VenueSociological Forum · 2022
Typearticle
Languageen
FieldMedicine
TopicReproductive Health and Technologies
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsChinaMainstreamEntrepreneurshipSociologyMainland ChinaPolitical economyContext (archaeology)ScholarshipEconomicsPolitical scienceEconomic growthLaw

Abstract

fetched live from OpenAlex

This article examines why an aboveground pink economy has emerged in mainland China, where equal rights for gay people are repressed and public attitudes toward homosexuality are overwhelmingly negative. Drawing on interviews, supplemented with a minimal amount of media data, this article demonstrates that in China there was a group of gay people wishing to fulfill needs mainstream businesses disregard and that such consumer needs necessitate China’s pink sector. More importantly, the state set the stage for the nascent sector to emerge: Government policies triggered a surge in funding resources and technology infrastructure upgrades that laid the material foundations for pink entrepreneurship. Despite being born in an institutional void, pink ventures employed legitimizing strategies to hedge against risk and uncertainty, thereby consolidating this new market. China’s pink economy developed independently of the influence of the gay movement and even expanded, as never before, at the low ebb of the movement. This research gives credence to the notion that an aboveground pink economy could precede political rights but, unlike American scholarship, questions a similar causal relationship between the two in the Chinese context.

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)0.002
metaresearch head score (Gemma)0.001
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.018
Threshold uncertainty score0.035

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0060.014
Scholarly communication0.0040.005
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.032
GPT teacher head0.283
Teacher spread0.251 · 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

Citations8
Published2022
Admission routes1
Has abstractyes

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