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
2 images. World honeymoon in 24-foot sloop, 22 April 1958. Mr. and Mrs. Peter Hamilton (Commander Royal Navy Reserve); 24-foot sloop "Salmo".; Supplementary material reads: "Gerson. City desk. Illus. Daily. World honeymoon in 24-ft sloop. No 10 -- Peter Hamilton, Commander Royal Navy (Reserve) and bride of 18 months, Jill, of Glasgow, Scotland, shown on board 24-foot sloop Salmo they sailed into Los Angeles on honeymoon from Montreal, Canada, via Caribbean, Panama, South Seas, in around-the-world cruise which halts here because of pending "addition to crew". Note, sals [sic] mended with skirts in lieu of spare sail-cltoh [sic]. No 31 -- Hamiltons on 24-sloop Salmo at Public Health station on main channel, Los Angeles harbor".
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.018 | 0.101 |
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