Bibliographic record
Abstract
Auditions are open for \\"Our Town\\"Weather: \\"Yes This Song Is About You and No, I'm Still Not Over It\\" by Friends For Sale https://friendsforsale.bandcamp.com/Transcript available at http://welcometonightvale.com/transcriptsWEATHER SUBMISSIONS ARE OPEN: https://www.welcometonightvale.com/betheweather2022 US / CANADA / EUROPE TOUR DATES for \\"The Haunting of Night Vale\\" http://welcometonightvale.com/liveHot Night Vale merch! https://topatoco.com/wtnvPatreon is how we exist! If you can, please help us keep making this show: http://patreon.com/welcometonightvale/Music: Disparition http://disparition.bandcamp.comLogo: Rob Wilson http://robwilsonwork.comWritten by Joseph Fink & Jeffrey Cranor.Narrated by Cecil Baldwin. http://welcometonightvale.comFollow us on Twitter, Facebook, or Instagram.Check out our books, live shows, store, membership program, and official recap show.Produced by Night Vale Presents. http://nightvalepresents.com
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 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 | 0.000 | 0.000 |
| 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) | 0.976 | 0.016 |
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; both teacher heads agree on what is shown here.
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".