Les ocupacions prehistòriques a les Coves de l'Aumediella (Benifallet) : una visió sintètica
Bibliographic record
Abstract
Les coves de l'Aumediella, situades en un dels meandres del riu Ebre a l'alçada de Benifallet (Baix Ebre), han estat fruit de diverses troballes d'interès arqueològic, ben documentades des d'inicis del segle XX. El treballs centrats en el reestudi dels materials arqueològics recuperats, principalment ceràmica, lític i macrolític, ha aportat noves dades relacionades amb les activitats de freqüentació i ús d'aquest conjunt de 6 cavitats. En aquest sentit, el present article es centra en sintetitzar i contextualitzar les principals aportacions dels materials arqueològics recuperats amb l'objectiu contribuir al coneixement de les comunitats del VI-II mil.lenni al tram baix del riu Ebre.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.018 | 0.001 |
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".