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
36 photographs of New York and New England, 1940. "1940; Subject: New York, New England; Remarks: 1#32 8x10 gl[ossy], 1#30 8x10 gl[ossy]; 1#13 8x10 gl[ossy]; Subject: L[ilg] Burnett Adv. 11/53; No. C9-1-5" -- on envelope. "1: New York from Barbizon Plaza; 2: Central Park from Barbizon Plaza; 3: Central Park from Barbizon Plaza; 4: N.Y. Skyline from Barbizon Plaza.; 5: Grand Central Depot. N.Y.; 6: Grand Central Depot. N.Y.; 9: State Capitol, Rhode Island.; 10: Paul Revere's Bed, Boston; 11: Paul Revere's Home, Boston; 12: Paul Revere's Hitching Post, Boston; 13: Paul Revere's Home, Boston; 14: Old Church where Paul Revere hung lanterns; 15: Old Church where Paul Revere hung lanterns; 16: U.S. Frigate Constitution, Boston; 17: U.S. Frigate Constitution, Boston; 18: U.S. Frigate Constitution, Boston" -- on sleeve front. "#19: Boston Skyline from naval base; 20: Zoology b[ui]ld[in]g Harvard University, Cambridge; 21: John Hancock's home, Lexington, Mass[achusetts]; 22: John Hancock's home, Lexington, Mass[achusetts]; 23,24,25,26,27,28,29,30,31: Bridge and battlefield at Concord, Mass[achusetts]; 32,33,34,35,36: Scenes of and near Wayside Inn, Sudbury, Mass[achussets], Henry Ford's reclamation project." -- on sleeve back.
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 | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 0.239 |
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