Triana: Unveiling Urban Identity and Dwelling Architecture in the Modern Era
Bibliographic record
Abstract
During the Modern Age, Seville was known as the Port of the Indies due to its key role in transatlantic trade, although the actual port was located in Triana, a riverside quarter outside the city walls along the Guadalquivir River. This area was essential for maritime and commercial activities, shaping Seville’s economic and social development. This study analyses Triana’s urban layout, social composition, and architecture in the 16th century using historical sources and graphic representations. The quarter combined defensive structures, religious buildings, and residential complexes, reflecting both its strategic importance and distinct identity. Its streets and architecture supported defense, commerce, and daily life, while its diverse community (including sailors, merchants, craftsmen, and dockworkers) was central to its mercantile and manufacturing activity. Architecturally, Triana featured traditional dwellings, corrales de vecinos, mesones, and posadas, that facilitated trade and travel. Examining these elements reveals Triana’s adaptability to economic and social conditions, highlighting its resilience, diverse population, and rich architectural heritage within Seville’s historical context and Atlantic trade.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".