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Record W7051278176

Book Reviews

2021· article· en· W7051278176 on OpenAlexaboutno aff

Bibliographic record

VenueJournal of International Crisis and Risk Communication Research · 2021
Typearticle
Languageen
FieldPhysics and Astronomy
TopicLaser-Plasma Interactions and Diagnostics
Canadian institutionsnot available
Fundersnot available
KeywordsGeorge (robot)GeographerFrontierSpanish Civil WarBluesGovernorManifest destinyMemoir
DOInot available

Abstract

fetched live from OpenAlex

MIAMI: THE MAGIC CITY, by Arva Moore Parks, reviewed by Marcia J. Kanner; BISCAYNE COUNTRY, 1870-1926, by Thelma Peters, reviewed by Charlton W. Tebeau; HISTORY OF GAINESVILLE, FLORIDA, 1854-1979, by Charles H. Hildreth and Merlin G. Cox, reviewed by Jerrell H. Shofner; IBERVILLE’S GULF JOURNALS, translated and edited by Richebourg Gaillard McWilliams, reviewed by Jack D. L. Holmes; FLORIDA’S PREHISTORIC STONE TECHNOLOGY, by Barbara A. Purdy, reviewed by Mark J. Brooks; THE LIFE AND TRAVELS OF JOHN BARTRAM: FROM LAKE ONTARIO TO THE RIVER ST. JOHN, by Edmund Berkeley and Dorothy Smith Berkeley, reviewed by Marjory Bartlett Sanger; JUAN NEPOMUCENO DE QUESADA, GOVERNOR OF SPANISH EAST FLORIDA, 1790-1795, by Janice Borton Miller, reviewed by Carole Watterson Troxler; FROM SAVANNAH TO YORKTOWN, THE AMERICAN REVOLUTION IN THE SOUTH, by Henry Lumpkin, reviewed by Don Higginbotham; THE ASTONISHED TRAVELER: WILLIAM DABBY, FRONTIER GEOGRAPHER AND MAN OF LETTERS, by J. Gerald Kennedy, reviewed by Robert R. Rea; THE HAMMONDS OF REDCLIFFE, by Carol Bleser, reviewed by Paul C. Nagel; THE FREE BLACK IN URBAN AMERICA, 1800-1850, by Leonard P. Curry, reviewed by Joe Gray Taylor; ON THE ROAD WITH JOHN JAMES AUDUBON, by Mary Durant and Michael Harwood, reviewed by E. Ashby Hammond; THE UNION CAVALRY IN THE CIVIL WAR, VOLUME II, THE WAR IN THE EAST: FROM GETTYSBURG TO APPOMATTOX, 1863-1865, by Stephen Z. Starr, reviewed by James Lee McDonough; GEORGE WASHINGTON CARVER: SCIENTIST & SYMBOL, by Linda O. McMurry, reviewed by Larry E. Rivers; ANOTHER DIMENSION TO THE BLACK DIASPORA: DIET, DISEASE AND RACISM, by Kenneth F. Kiple and Virginia Himmelsteib King, reviewed by E. H. Beardsley; THE COMPLETE BOOK OF SEMINOLE PATCHWORK, FROM TRADITIONAL METHODS TO CONTEMPORARY USES, by Beverly Rush, with Lassie Whitman, reviewed by Deborah G. Harding

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 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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.234
Threshold uncertainty score0.995

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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.053
GPT teacher head0.411
Teacher spread0.358 · 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
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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