Coastal cultural heritage in the Ria de Aveiro region
Bibliographic record
Abstract
The Ria de Aveiro is a lagoon located on the central coast of Portugal, embracing 11 municipalities. Its shallow body of water is connected to the Atlantic Ocean by a single mouth. The lagoon is also integrated into the Vouga River basin. Its area varies from 83 km² on a high tide and 66 km² on a low tide, with 45 km of length. Its singular geographic framing and vast number of available natural resources have long since allowed to the exploration of Ria de Aveiro by the population that is settled in the region, which has largely contributed to the current configuration of the lagoon. The history, the culture and the socioeconomic context of the region are highly influenced by its proximity to the sea and by the Ria de Aveiro, which was used as a main communication route in the past. Important economic activities took place in the lagoon, such as fishing, seaweed harvesting and salt production. Moreover, fishing communities from the region were involved in cod fishing activities around Newfoundland, as well as in cod preparation and transformation for centuries. However, these traditional occupations have suffered a sharp decline throughout the last decades. Some activities have been reinvented by exploring cultural heritage for tourism purposes, whereas others have disappeared. The lagoon is characterized by its high biodiversity, which is recognized by several nature conservation statutes, as well as by its scenic landscape and strong cultural heritage. These features of the Ria reinforce the need to sustainably value, preserve and promote the vast natural and cultural heritage in the region.
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How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".