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Record W2081589670 · doi:10.5944/etfii.24.2011.1877

Uso y disfrute del agua en la Villa Romana de Puente de La Olmilla (Albaladejo, Ciudad Real) : el aprovechamiento hídrico en el mundo romano

2011· article· es· W2081589670 on OpenAlexaff
Carmen García Bueno

Bibliographic record

VenueEspacio Tiempo y Forma Serie II Historia Antigua · 2011
Typearticle
Languagees
FieldArts and Humanities
TopicArchaeological and Historical Studies
Canadian institutionsSNC-Lavalin (Canada)
Fundersnot available
KeywordsArtHumanitiesGeography

Abstract

fetched live from OpenAlex

El abastecimiento hídrico de esta villa se proveía mediante varios conductos cerámicos, parcialmente descubiertos. El agua, procedente de un arroyo cercano, era conducida hasta el patio a través de una canalización subterránea doble localizada en la zona oriental, teniendo como finalidad servir para el regadío y, tal vez, también el desagüe de un posible jardín. Otra conducción fue descubierta en el sector septentrional de la villa.The hydraulic supply in this villa was distributed by different ceramics conductions. The water was conducted from a near stream to the courtyard by a double subterranean canalisation situated in the oriental side. These facilities had both an irrigating and, probably, a draining function, for the garden. Other conduction was found in the north side of the villa.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.032
Threshold uncertainty score0.063

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.006
Scholarly communication0.0020.001
Open science0.0000.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.014
GPT teacher head0.239
Teacher spread0.226 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations3
Published2011
Admission routes1
Has abstractyes

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