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Record W4387463868 · doi:10.1080/13518046.2023.2251308

The Spanish Blue Division on the Eastern Front 1941-1945: War, Occupation, MemoryXosé M. Núnez Seixas, <i>The Spanish Blue Division on the Eastern Front 1941-1945: War, Occupation, Memory</i> . (Toronto: University of Toronto Press, 2022), ISBN: 978-1-4875-4166-8.

2023· article· en· W4387463868 on OpenAlexaboutno aff
Romedio Graf Thun

Bibliographic record

VenueThe Journal of Slavic Military Studies · 2023
Typearticle
Languageen
FieldArts and Humanities
TopicSpanish History and Politics
Canadian institutionsnot available
Fundersnot available
KeywordsDivision (mathematics)Front (military)Ancient historySpanish Civil WarHistoryEconomic historyPolitical scienceArchaeologyGeographyMathematicsMeteorology

Abstract

fetched live from OpenAlex

Seixas’ book was first published in Spain in 2016 and in a German version in the same year, and is now available in an updated English version, giving it a far broader readership. The Spanish contr...

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.084
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0050.002
Scholarly communication0.0000.001
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.034
GPT teacher head0.251
Teacher spread0.216 · 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 teacher head, not a consensus.

Study designNot applicable
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

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

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