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Record W2066849519 · doi:10.1080/13518040902918121

A Separate Peace? The Soviet Union and the Making of British Strategy in the Wake of ‘Barbarossa’, June–September 1941

2009· article· en· W2066849519 on OpenAlexaff
Abraham M. Roof

Bibliographic record

VenueThe Journal of Slavic Military Studies · 2009
Typearticle
Languageen
FieldArts and Humanities
TopicHistorical and Contemporary Political Dynamics
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsSoviet unionBattleCommitPolitical scienceNazismEconomic historyLawVariety (cybernetics)World War IIHistoryAncient historyPolitics

Abstract

fetched live from OpenAlex

Following Barbarossa, the Axis invasion of the Soviet Union, British strategic assumptions were shattered. In the months of British indecision that followed, the Soviet leadership worked constantly and in a variety of ways to secure British economic and military aid. Eventually Stalin grew tired of Britain's seemingly empty promises of support and gave Churchill the impression that the Soviet Union might choose to seek separate terms with the Nazis. This impression led Churchill and the British finally to commit to concrete commitments of military aid to the Soviet Union, aid which would later play a key role in halting the Axis advance at the Battle of Moscow.

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)0.002
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: Empirical · Consensus signal: none
Teacher disagreement score0.245
Threshold uncertainty score0.488

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0170.013
Scholarly communication0.0090.002
Open science0.0000.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0040.001

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 head0.038
GPT teacher head0.274
Teacher spread0.236 · 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
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
Published2009
Admission routes1
Has abstractyes

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