MétaCan
Menu
Back to cohort
Record W21434636 · doi:10.1021/es104328r

Cold War strategies/power and culture - East: sources of Soviet conduct reconsidered

2013· book-chapter· en· W21434636 on OpenAlexaboutno aff
Vladislav Zubok

Bibliographic record

VenueOxford University Press eBooks · 2013
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCommunism, Protests, Social Movements
Canadian institutionsnot available
Fundersnot available
KeywordsCold warContext (archaeology)MandatePolitical scienceWorld historyHistoryPower (physics)PoliticsPolitical economyEconomic historyLawSociologyArchaeology

Abstract

fetched live from OpenAlex

The Oxford Handbook of the Cold War offers a broad reassessment of the period war based on new conceptual frameworks developed in the field of international history. Nearing the 25th anniversary of its end, the cold war now emerges as a distinct period in twentieth-century history, yet one which should be evaluated within the broader context of global political, economic, social, and cultural developments. The editors have brought together leading scholars in cold war history to offer a new assessment of the state of the field and identify fundamental questions for future research. The individual chapters in this volume evaluate both the extent and the limits of the cold war's reach in world history. They call into question orthodox ways of ordering the chronology of the cold war and also present new insights into the global dimension of the conflict. Even though each essay offers a unique perspective, together they show the interconnectedness between cold war and national and transnational developments, including long-standing conflicts that preceded the cold war and persisted after its end, or global transformations in areas such as human rights or economic and cultural globalization. Because of its broad mandate, the volume is structured not along conventional chronological lines, but thematically, offering essays on conceptual frameworks, regional perspectives, cold war instruments and cold war challenges. The result is a rich and diverse accounting of the ways in which the cold war should be positioned within the broader context of world history.

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)0.002
metaresearch head score (Gemma)0.002
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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.037
Threshold uncertainty score0.090

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0050.019
Scholarly communication0.0110.005
Open science0.0010.003
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0080.001

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 head0.056
GPT teacher head0.258
Teacher spread0.203 · 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

Citations1
Published2013
Admission routes1
Has abstractyes

Explore more

Same venueOxford University Press eBooksSame topicCommunism, Protests, Social MovementsFrench-language works237,207