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Muddy Waters

2016· book-chapter· en· W4232993762 on OpenAlexaboutno aff
William T. Johnsen

Bibliographic record

VenueUniversity Press of Kentucky eBooks · 2016
Typebook-chapter
Languageen
FieldSocial Sciences
TopicTransboundary Water Resource Management
Canadian institutionsnot available
Fundersnot available
KeywordsGeologyEnvironmental science

Abstract

fetched live from OpenAlex

This chapter further explores the difficulties encountered in implementing the provisions of the ABC-1 Report.U.S. leaders expressed doubts over British strategy for North Africa, the Mediterranean, and the Far East as well as the efficacy of British bombing strategy. These issues are intertwined with rising demands placed on the U.S. industrial base by the massive mobilization of the U.S. Armed Forces. The entry of the Soviet Union into the war further complicated the already complex issue of priorities and allocation of war supplies and increased tensions within the coalition. The narrative offers a detailed description and analysis of the mixed results of the Atlantic Conference, the first direct face-to-face talks between Roosevelt and Churchill and their respective key military leaders at Placentia Bay, Newfoundland, in August 1941. The chapter closes with further analysis of supply-allocation issues and the tensions they engendered within the soon-to-be Grand Alliance.

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)0.000
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: Empirical · Consensus signal: none
Teacher disagreement score0.178
Threshold uncertainty score0.596

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.002
Scholarly communication0.0050.004
Open science0.0010.005
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.1780.049

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 head0.020
GPT teacher head0.205
Teacher spread0.185 · 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
Published2016
Admission routes1
Has abstractyes

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Same venueUniversity Press of Kentucky eBooksSame topicTransboundary Water Resource ManagementFrench-language works237,207