Melding technologies? Shipbuilding around the Indian Ocean after the arrival of European ships
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
When Portuguese sailors confirmed that there was an all-sea route to South Asia from Europe, they introduced new ship designs and building methods to the Indian Ocean World. They found sophisticated maritime skills and a long history of trade over water, both local and long distance. The meeting of the two successful technologies led to some borrowing of different methods and materials, and European use of vessels of Asian design. There were cases of borrowing specific design features, mostly by Asian shipbuilders, but there was surprisingly little melding of aspects of construction. There was some specialization, with Europeans concentrating on building and using larger seagoing cargo carriers. The arrival of steam propulsion for ships after 1800 changed all maritime technologies beyond recognition.
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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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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