Breaking through the Chrysalis: Hanh Thi Pham
Bibliographic record
Abstract
During the past decade, Asian lesbians began to form cultural, social, and political networks in major cities across the country. In May 1987 the first West Coast Asian/Pacific Lesbian Retreat, “Coming Out and Coming Together,” drew about eighty women, mostly from the San Francisco Bay Area. The following October, a group of sixty Asian lesbians and gay men from across the country formed an Asian contingent at the 1987 March on Washington for Gay Rights in Washington, D.C. This organizing had ripple effects. In 1988, the Asian/Pacific Lesbian Network formed and sponsored the first national retreat in September 1989, bringing together over one hundred forty Asian and Pacific Islander lesbians from the U.S., Canada, and England. That same year, the Asia-based international organization of lesbians, the Asian Lesbian Network, held its first conference in December 1989 in Bangkok, Thailand. Networks of Asian and Pacific Islander lesbians continue to build in North America, Europe, Australia, Asia, and the Pacific Basin.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.041 | 0.015 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".