An Irish audience negotiates lesbian visibility in the L word: “but it’s not a perfect world and not everyone looks like that”
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 L Word is a drama series revolving around the lives and loves of a group of lesbian and bisexual women in LA, executively produced by Irene Chaiken with filming locations in West Hollywood, California, and Vancouver2. The season one cast comprises of Bette (Jennifer Beals) a museum director; Tina (Laurel Holoman) a social worker, Jenny (Mia Kirshner) a writer, Shane (Katherine Moenning) a hairstylist, Alice (Leisha Hailey) journalist, Dana (Erin Daniels) a professional Tennis player, Marina (Karina Lombard) owner of the Planet Cafe, Kit (Pam Grier) a musician/club owner. Of the eight member season one cast Leisha Hailey (Alice) is the only out lesbian. The series began tentatively in 2003 with Showtime3 running a short promo for its new lesbian drama before
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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