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Record W4200082072 · doi:10.32920/16613392

German-Soviet Cooperation in the Baltic States and Poland, 1918 to 1920

2021· preprint· en· W4200082072 on OpenAlexaff
Brian Cameron

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicHistorical Geopolitical and Social Dynamics
Canadian institutionsWilfrid Laurier University
Fundersnot available
KeywordsLithuanianGermanIndependence (probability theory)Political scienceEconomic historyMemoirOrder (exchange)EconomyGeographyHistoryLawEconomicsArchaeology

Abstract

fetched live from OpenAlex

<div><br></div><div>This thesis is based on German, Soviet, American, and British primary source material, as well as memoirs and a variety of secondary sources. Through an investigation of the Polish-Lithuanian dispute, the Polish-Soviet War, the Baltic attempts to achieve independence, as well as German and Soviet military manoeuvres in the Baltic region, far reaching and active cooperation, previously largely unnoticed, has been revealed. The research demonstrates that Germany and Soviet Russia, between the years 1918 and 1920, cooperated extensively in order to prevent Poland from exerting domination over the Baltic States and in attempting to prevent effective cooperation among the Baltic States.<br></div>

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.765
Threshold uncertainty score0.966

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.019
GPT teacher head0.324
Teacher spread0.305 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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
Published2021
Admission routes1
Has abstractyes

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