MétaCan
Menu
Back to cohort
Record W7045876875

BONETTO, Jacopo; CAMPOREALE, Stefano; PIZZO, Antonio (Eds.). Arqueología de la construcción IV. Las canteras en el mundo antiguo: sistemas de explotación y procesos productivos. Actas del congreso de Padova, 22-24 de noviembre de 2012. Mérida: Instituto de Arqueología de Mérida-Archivo Español de Arqueología, 2014. Anejos del Archivo Español de Arqueología, LXIX. 438 págs.[28 x 20].

2015· article· es· W7045876875 on OpenAlexaboutno aff

Bibliographic record

VenueDipòsit Digital de la Universitat de Barcelona (Universitat de Barcelona) · 2015
Typearticle
Languagees
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsDomain (mathematical analysis)GermanQuarter (Canadian coin)
DOInot available

Abstract

fetched live from OpenAlex

Los dominios de Roma, a lo largo de los siglos, llegaron a extenderse un poco más de dos millones y medio de kilómetros cuadrados. Durante los años de dominio romano cada una de las regiones que estaba bajo la influencia de Roma, experimentó un cambio social, de poder, urbanístico, arquitectónico, tecnológico, etc., que queda reflejado en la epigrafía, en los edificios públicos de las ciudades romanas y en los yacimientos de materias primas hallados. En estas actas recogidas a raíz de un congreso celebrado en Padua del 22 al 24 de noviembre de 2012, los especialistas se centraron en el estudio de la arqueología de las canteras romanas analizando sus sistemas de explotación y los procesos productivos; temas, sin duda, interesantes para profundizar en la arqueología romana.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.028
Threshold uncertainty score0.077

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0050.009
Science and technology studies0.0020.003
Scholarly communication0.0080.009
Open science0.0020.002
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0230.018

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 head0.007
GPT teacher head0.245
Teacher spread0.238 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueDipòsit Digital de la Universitat de Barcelona (Universitat de Barcelona)Same topicMagnetic confinement fusion researchFrench-language works237,207