Bibliographic record
Abstract
RACIAL CHANGE AND COMMUNITY CRISIS: ST. AUGUSTINE, FLORIDA, 1877-1980, by David R. Colburn, reviewed by Mary Frances Berry; SIX COLUMNS AND FORT NEW SMYRNA, by Charles W. Bockelman, reviewed by Thomas W. Taylor; FINEST KIND: A CELEBRATION OF A FLORIDA FISHING VILLAGE, by Ben Green, reviewed by Jesse Earle Bowden; SPEEDWAY TO SUNSHINE: THE STORY OF THE FLORIDA EAST COAST RAILWAY, by Seth H. Bramson, reviewed by Edward N. Akin; GIANT TRACKING: WILLIAM DUDLEY CHIPLEY AND OTHER GIANTS OF MEN, by Lillian D. Champion, reviewed by George F. Pearce; PERSPECTIVES ON GULF COAST PREHISTORY, edited by Dave D. Davis, reviewed by Roger T. Grange; FORGOTTEN PLACES AND THINGS: ARCHAEOLOGICAL PERSPECTIVES ON AMERICAN HISTORY, compiled and edited by Albert E. Ward, reviewed by Kathleen Deagan; SPANISH SEA: THE GULF OF MEXICO IN NORTH AMERICAN DISCOVERY, 1500-1685, by Robert S. Weddle, reviewed by Paul E. Hoffman; SPAIN AND PORTUGAL IN THE NEW WORLD, 1492-1700, by Lyle N. McAlister, reviewed by John J. TePaske; THE CHEROKEE GHOST DANCE: ESSAYS ON THE SOUTHEASTERN INDIANS, 1789-1861, by William G. McLoughlin, with Walter H. Conser, Jr., and Virginia Duffy McLoughlin, reviewed by J. Leitch Wright, Jr.; THE PAPERS OF JOHN C. CALHOUN, VOLUME XVI, 1841-1843, edited by Clyde N. Wilson, reviewed by Herbert J. Doherty, Jr.; CHATTANOOGA: A DEATH GRIP ON THE CONFEDERACY, by James Lee McDonough, CANNONEERS IN GRAY: THE FIELD ARTILLERY OF THE ARMY OF TENNESSEE, 1861-1865, by Larry J. Daniel, reviewed by James I. Robertson; COTTON FIELDS NO MORE: SOUTHERN AGRICULTURE, 1865-1980, by Gilbert C. Fite, reviewed by John Hebron Moore; THE TWO-PARTY SOUTH, by Alexander Lamis, reviewed by Elston Roady; THE BLACK WORKER SINCE THE AFL-CIO MERGER, 1955-1980, edited by Philip S. Foner, Ronald L. Lewis, and Robert Cvornyek, reviewed by Wayne Flynt; No PLACE TO HIDE: THE SOUTH AND HUMAN RIGHTS, VOLUME I, by Ralph McGill, NO PLACE TO HIDE: THE SOUTH AND HUMAN RIGHTS, VOLUME II, by Ralph McGill, reviewed by David R. Colburn; LAND GROWTH AND POLITICS, by John M. DeGrove, reviewed by Raymond A. Mohl
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.518 | 0.461 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".