MétaCan
Menu
Back to cohort
Record W4389583691 · doi:10.5040/9781350230439

The Bloomsbury Handbook of the Spanish Civil War

2023· book· en· W4389583691 on OpenAlexaboutno aff

Bibliographic record

VenueBloomsbury Publishing Plc eBooks · 2023
Typebook
Languageen
FieldArts and Humanities
TopicSpanish History and Politics
Canadian institutionsnot available
Fundersnot available
KeywordsPoliticsSpanish Civil WarField (mathematics)Thematic analysisPolitical scienceMedia studiesThematic mapHistorySociologySocial scienceLawGeographyCartographyQualitative research

Abstract

fetched live from OpenAlex

In 25 innovative thematic essays, The Bloomsbury Handbook of the Spanish Civil War sees an interdisciplinary team of scholars examine a conflict that, more than 80 years after its conclusion, continues to generate both scholarly and public controversy. Split into four main sections covering Military and Diplomatic Issues, Society and Culture, Politics, and Debates, the volume offers a number of unique features. It is unprecedented in its comprehensiveness and includes chapters on topics that are rarely, if ever, explored in the literature of the field: humanitarianism, children and families, material conditions, the decimation of elites, archives and sources, archaeological approaches, digital approaches, public history, and cultural studies approaches. Instead of discussing each of the two warring sides, Republicans and Francoists, separately, as is so often the case, the book’s thematic structure means that these opposing forces are examined together, facilitating comparison and fresh understanding in numerous areas of study. Contributors from the UK, the USA, Canada, Spain and Denmark also analyse the major controversies and disputes surrounding each topic as part of a detailed exploration of one of the seminal events of the 20th century.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.034
Threshold uncertainty score0.113

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0020.002
Scholarly communication0.0060.003
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0340.013

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 head0.202
Teacher spread0.168 · 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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueBloomsbury Publishing Plc eBooksSame topicSpanish History and PoliticsFrench-language works237,207