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
The man rolled over in bed and woke up. He opened his eyes slowly and carefully and immediately closed them. Bright yellow sunlight came through the second story window and struck the bright yellow ugliness of the wall paper. The man put his hand in front of his eyes and blinked a few times, then he took his hand away and looked at the clock on the table beside the bed. It was 10:15 and the post man always came by at 9. The man decided to take it easy. He shook the last cigarette out of the pack on the table and lit it slowly. He inhaled deeply and his head and stomach felt like hell. The man smoked the cigarette about half way down and put it out in the ashtray on the table. Then he saw the whiskey bottle on the table with about two inches left in it. He leaned on his right elbow and slammed the bottle against the wall with his left hand. The yellow wall paper turned a kind of muddy brown. He sat looking at the wall for about five minutes and then he got out of bed.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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