A fundição no Mundo Baiões/Santa Luzia : algumas reflexões partindo de um novo molde metálico para machados de talão unifaciais
Why this work is in the frame
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Bibliographic record
Abstract
During the last quarter of a century, progress on the understanding of metallurgical practices of the Baiões / Santa Luzia cultural group of Central Portugal produced results that allowed us to better understand and characterize a fundamental cultural group of the Iberian Late Bronze Age (LBA). However, the study of the foundry moulds lacks a convenient interpretive synthesis. The discovery of a new exemplar of metallic mould for single-faceted palstaves – one of the types that characterize Central Portugal LBA metallurgy – creates the opportunity to, starting with its archaeometallurgical characterization, produce an overview of Baiões / Santa Luzia moulds and foundry procedures, namely for the palstaves moulds that, until now, are mostly known in the area of this cultural group.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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 it