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
Sailing ships required miles of rope for rigging, and its frequent replacement. Most ports of any size had roperies or rope manufactures that transformed hemp or other materials through combing, twisting, and tarring to produce a strong product that would resist the stresses of strain and water. A ready supply of rope supported expanding navies and merchant companies, and competition for more efficient production spurred competition between port cities. To make long lengths of rope, uninterrupted straight areas were needed close to the waterfront. Sometimes these were covered spaces, sometimes streets or walks set aside for the purpose. Ropewalks shaped ports through the creation of linear demarcations against the irregular edge where water meets land. Rope manufacture was an essential industry for ports but also a frequent site of fires that often did great damage to dense urban areas. The importance of rope as a pre-modern industry is gone yet the traces of it remain in the extended port landscape.
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 | 0.002 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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