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Record W7060768491

Book Reviews

2021· article· en· W7060768491 on OpenAlexaboutno aff

Bibliographic record

VenueJournal of International Crisis and Risk Communication Research · 2021
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsYankeePoliticsState (computer science)FolkloreMillerWhite (mutation)
DOInot available

Abstract

fetched live from OpenAlex

Reviews of General Leonidas Polk, C. S. A., The Fighting Bishop. By Joseph H. Parks. (Baton Rouge: Louisiana State University Press, 1962. x, 408 pp. Illustrations, maps, notes, critical essay on authorities, index. $7.50.); Josephus Daniels Says: An Editor’s Political Odyssey From Bryan to Wilson to FDR, 1894-1913. By Joseph L. Morrison. (Chapel Hill: University of North Carolina Press, 1962. x, 281 pp. Notes, bibliography, index. $7.50.); Boss Cermak of Chicago: A Study of Political Leadership. By Alex Gottfried. (Seattle: University of Washington Press, 1962. xiii, 459 pp. Index. $6.50.); The South and the Southerner. By Ralph McGill. (Boston: Atlantic-Little, Brown & Co., 1963. 307 pp. $5.00.); Folklore Keeps the Past Alive. By Arthur Palmer Hudson. (Athens: University of Georgia Press, 1962. viii, 63 pp. $2.50.); Race and Reason; A Yankee View. By Carleton Putnam. (Washington: Public Affairs Press, 1961. viii, 125 pp. Index. $3.25); Guide to Federal Archives Relating to the Civil War. By Kenneth W. Munden and Henry Putney Beers. (Washington: The National Archives, 1962. x, 721 pp. Appendix, Index. $3.00.)

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.390
Threshold uncertainty score0.907

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
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 science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0940.000

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 head0.050
GPT teacher head0.406
Teacher spread0.356 · 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.

Study designNot applicable
Domainnot available
GenreReview

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

Explore more

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