Bibliographic record
Abstract
gronimo_summer2008 01-nastavnic (on_off rmx) 02-bloc_party - where_it_home (burial remix) 03-telepopmusik - dont look back (john_tejada_remix) 04-fade in - lullaby 05-D.Mind - Pinball 06-ralph_sliwinski - freak_and_muscle 07-tom_ellis - computer_says_hello 08-Lake Shore Drive - Reyes Por Una Noche (Carlo Rework) 09-simon_baker - the_fly_(my_my_remix)-hqem 10-kaliber - kaliber_15 1 11-minilogue - the_leopard-mindtrip 12-Plug - System boot 13-leif - embraced 14-Akufen - Quebec Nightclub 15-V.Rotz - Dubbywey 16-g-love - teddy_bear_club_version 17-chemical brothers - starguitar (sinchi osawa rmx)
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) | 0.144 | 0.033 |
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".