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
43 photographs of national flags, most marked as to country, most likely studio portraits made in Los Angeles, California, 1948 November 24. "Client: Whittington" -- on envelope. The negative envelope indicates that the Whittington studio fulfilled one print order. Images with hand-printed country names include: no. 1 (negative no. 14), Venezuela; no. 2 and 20 (negatives no. 18 and 18A), New Zealand; no. 3 (negative no. 17), Norway; no. 4 (negative no. 16), Philippines; no. 5 (negative no. 15), Uruguay; no. 6 (negative no. 13), Union of South Africa; no. 7 (negative no. 12), Turkey; no. 8 (negative no. 11), Paraguay; no. 9 (negative no. 10), Iraq; no. 10 (negative no. 9), India; no. 11 (negative no. 8), Greece; no. 12 (negative no. 7), Egypt; no. 13 (negative no. 5), Cuba; no. 14 (negative no. 6), Czechoslovakia; no. 15 (negative no. 4), Chile; no. 16 (negative no. 3), Canada; no. 17 (negative no. 2), Brazil; no. 18 and 19 (negatives no. 1 and 1A), Australia; no. 21 (negative no. 41), Iran; no. 22 (negative no. 40), Ethiopia; no. 23 (negative no. 39), Yugoslavia; no. 24 (negative no. 38), Luxembourg; no. 25 (negative no. 37), Belgium; no. 34 (negative no. 27), Denmark; no. 36 (negative no. 26), France; no. 37 (negative no. 25), Peru; no. 38 (negative no. 24), Guatemala; no. 39 (negative no. 23), El Salvador; no. 40 (negative no. 22), Mexico; no. 41 (negative no. 21), Nicaragua; no. 42 (negative no. 20), Ecuador; and no. 43 (negative no. 19), Panama.
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 | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.388 | 0.050 |
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