Manos alfareras de las yungas. Una aproximación al modelado de vasijas tardías en la vertiente oriental de las Cumbres Calchaquíes (Tucumán)
Bibliographic record
Abstract
En este trabajo presentamos los resultados del análisis macroscópico enfocado en las marcas de manufactura de dos vasijas cerámicas tardías estilísticamente diferentes. Las mismas fueron recuperadas en el sitio Mortero Hachado, ubicado en las estribaciones orientales de las Cumbres Calchaquíes en el norte de la provincia de Tucumán. Los resultados obtenidos demuestran ciertos grados de coincidencia en los procesos y gestos técnicos, lo cual nos permite pensar en la presencia de alfareras/os con una alta pericia técnica y un mismo contexto de aprendizaje. Asimismo, a partir de las técnicas de modelado pretendemos aportar nuevos datos que se integrarán a los obtenidos por medio de los estudios de pastas y procedencia que se vienen realizando con el objetivo de comprender la organización de la producción cerámica de las poblaciones que habitaron las yungas y tierras bajas durante el segundo milenio de la era.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".