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 May 25th, 2012 :: :: ....... Always me - Colour Haze - Germany - 2004 Encounters With an Angry God - Yawning Man - The Desert - 2007 Serra dos Cristais - Camel Heads - Brazil - 2012 The Black Mass / An Electric Storm In Hell - White Noise - U.K. - 1969 Sure Thing - Grizzly Bear - NYC - 2004 ....... That's The Bag I'm In - Ty Segall Band - California 2012 Behind The Mind - The Freak Scene - U.S. - 1967 Cynicrustpetefredjohn Raga - Fred Neil - Greenwich Village - 1966 ....... Groove Tango Wolperaiso - exmagma - Germany - 1974 Individualität - Gila - Germany - 1971 First Communication - Agitation Free - Germany - 1973 ....... Mary Lou - Black Mountain - Vancouver - 2012 Baby Universe - three dimensional tanx - Lancaster, U.K. - 2012 Sugar High - Jonti - Australia - 2012 Coda - Czerwone Gitary - Poland - 1967 Rubbermiro - Liquid Liquid - NYC - 1981 Return Of The Super Ape - Lee "Scratch" Perry - Jamaica - 1978 ....... Melting Space - Lumerians - Oakland - 2011 Try A Little Sunshine - The Lucid Dream - U.K. - 2012 Scatter - Lunar Dunes - U.K. - 2007 One Kind - Overcasters - Denver - 2008 Eh Massina Sintadoben - Tinariwen - Mali - 2004 ....... Eastside Jive - Tia Carrera - Austin, TX - 2006
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 | 0.000 | 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) | 0.626 | 0.032 |
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