Bibliographic record
Abstract
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 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 | 0.000 | 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 | 0.002 |
| Insufficient payload (model declined to judge) | 0.452 | 0.451 |
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".