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
Fleer Bros., Fuel Service; Fleer Bros. best coal, Fleer Bros. coal, coke, red ash coal, fuel oil; main office 281 Tompkins Avenue, Cor. Lexington Ave., Brooklyn, N.Y., phone 6800 Lafayette; Queensborough Office, 179-20 Jamaica Avenue, Cor. 179th St., Near Hillside Station L.I.R.R.; phone 1600 Republic; elevators and storage: Wallabout Canal at Keap Street, Newton Creek at Gardner Ave., Cherry St., Anthony St., Main Lane Long Island R.R. at 179th Street, Borough of Queens; All prices, deliveries and agreements contingent upon strikes, accidents and other delays unavoidable or beyond our control and upon regulations of government; Excellent Coal for families and steam; Black Diamond for smithing; Standard Fuel Oil; Coke, the better kind; market prices; Vacuum Flue Cleaning; Coal Dust Prevention; wholesale and retail; Letterhead contains image of one quarter of a bright yellow sun in the upper left hand corner; the rays of of the sun are shining on an image of the Fleer Bros. coal yard; the sun contains the text HEAT
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) | 0.001 | 0.006 |
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