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
§etlist for February 17th, 2012 Stone Ton > Skyling Slip - NAAM - 2009 ....... Hey Sparrow - Peaking Lights - 2011 Darling Divine - Royal Baths - 2012 From Oatmeal to Buttermilk - Woods / Amps For Christ - 2012 Spoonful > Taildragger > Smokestack Lightnin' - Howlin Wolf - 1968 ....... Panorama - 吉田兄弟 (Yoshida Brothers) - 2007, Japan Motherly Bluster - Ghost - 2007, Japan "Naptime" - Kid Koala - 2000 ....... Gamm - Cave - 2009 Mecanica Celeste - Serpentina Satellite - 2010, Peru Kollectivitat - Gila - 1971, Germany ....... Don Caballero 3 - Don Caballero - 1998 Last Man Standing - Fucked Up - 2006, Toronto Radiate - White Hills - 2007 Feels So Good - Spacemen 3, 1986, U.k. Shadows In The Rain > The Other Way Of Stopping - The Police - 1980 ....... Death Ride in San Francisco - Al Lover - 2012
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 | 0.000 |
| 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) | 0.450 | 0.012 |
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