The Enigma of an Emerging Pink Economy in China: Pain Points, Entrepreneurial Opportunities, and Organizational Legitimacy<sup>1</sup>
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.
Bibliographic record
Abstract
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it