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
This is the broadcast for Equalizing-X-Distort (EXD) for Sunday March 16, 2025. EXD is a weekly hardcore punk radio show that broadcasts on CIUT 89.5 FM. This is episode 1327 and was put together by Bee Traverse, Christian Overall, Rob Ferraz, and Stephen Perry. On this edition of EXD: We celebrate Bee’s 25 years of being straight edge with bands like Straight Ahead, Youth Diversion, and Envision Rob’s mixed bag pays tribute to David Johanssen and a number of upcoming shows involving Pests and Vestigio A feature on the Ukrainian benefit on Friday with interviews and selections by Sod Cutter, ASOP, Decade, and Barbed Wire Braces A primal note studio sessions with a new screamo band named We Could Go On Tour featuring our very own Nicky Tonight’s demo feature is a self described crasher crust, d-beat, noise band from Halifax named Dismist. We celebrate St. Patrick’s Day with some classics by The Defects, Stalag 17, and Stiff Little Fingers.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.010 | 0.006 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.007 |
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