Lesbian Health Matters: A Pap Test Education Campaign Nearly Thwarted by Discrimination
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
The Pap test detects cell changes in the cervix that can be treated, preventing cancer from developing. Regular screening reduced cervical cancer deaths by 70% since 1950. Lesbians may not be adequately screened because of a misperception that they do not need Pap tests. The "Lesbian Health Matters" public and provider education campaign was implemented to address this problem. Paid advertisements were placed on two radio stations and in four newspapers. After 1 week, both radio stations cancelled the ads due to listener complaints about hearing the word "lesbian" on the radio. The community responded to this discriminatory action by demanding the campaign be completed, creating publicity that increased the campaign's reach to 34% of women in the region. A training program was implemented reaching 219 providers. Thirty-two hundred health providers were surveyed regarding lesbian-friendly practice. A database of 293 providers was created and 120 referrals made.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.002 |
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