Petrographic analysis of Usulután and Rosales Zone Engraved ceramics from two Tempisque period (300 B.C. - 500 A.D.) sites on Culebra Bay, Costa Rica
Bibliographic record
Abstract
Como un estudio preliminar, el objetivo principal es determinar la composición de pasta de dos tipos de cerámica, el Usulután Negativo y el Rosales Esgrafiado, recuperados en los sitios Loma Corral 3 (G-776 LC3) y Manzanillo (G-430MZ) en la bahía de Culebra, Guanacaste. El análisis petrográfico de las cerámicas Usulután y Rosales Esgrafiado del período Tempisque (300 a.C.–500 d.C.) sugiere que los grupos en la bahía de Culebra estaban participando en el intercambio de cerámicas y las técnicas de manufactura. Las investigaciones más reciente han demostrado que Usulután fue manufacturado en Nicaragua, pues todavía hay una duda si fue manufacturando en Costa Rica
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".