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
This study explores the history of tramp-shipping in the United Kingdom, between 1750 and 1914. It defines ‘tramp’ as steamships exclusively hulled with iron or steel. The purpose of the journal is to keep the history of tramp-shipping from fading into obscurity, as the author believes the tramp steamer does not invoke sentimentality nor provide enough glamour to sustain the same level of maritime interest enjoyed by sailing ships or ocean liners. The study is split into four major sections, the first concerning tramp-shipping, ownership, and capital formation; the second concerning trade, specifically copper ore and African guano; the third studies tramp seamen - particularly sea masters; and the final and largest section considers individual tramp-shipping regions, further subdivided by region - Wales, the Northwest, the West Country, the Northeast, the Southeast, and Canada. The volume is punctuated with statistics, tables, charts, glossaries, and concludes with a bibliography of author Robin Craig’s further maritime writing.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.000 |
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