La reestructuración del sistema defensivo a finales de la república: los rellenos constructivos de la muralla siglo I a.C. (Cerro de la Concepción, Cartagena)
Bibliographic record
Abstract
espanolSe aborda el estudio de los materiales procedentes de los rellenos constructivos asociados a un nuevo tramo de cimentacion de la muralla tardo-republicana, documentado en la ladera occidental del cerro de la Concepcion ( Mons Aesculapii ), que en lineas generales nos remiten a unas fechas comprendidas entre mediados y el tercer cuarto del siglo I a.C., datacion que nos introduce directamente en el debate sobre la posible fecha de promocion colonial. EnglishThe study of materials originating from the landfills associated with a new section of foundations of the late-Republican wall, documented on the western slope of Conception Hill ( Mons Aesculapii ), which broadly refer to dates between the middle and third quarter of the first century BC, the dating of which place us squarely in the debate over the possible date of colonial development
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.028 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".