Bibliographic record
Abstract
Perdue, ed., Sifters: Native American Women's Lives, by Deborah Welch; Newmyer, John Marshall and the Heroic Age of the Supreme Court, by T. Michael Woods; Remini, Andrew Jackson and His Indian Wars, by Stephen Warren; Cashin and Eskew, eds., Paternalism in a Southern City: Race, Religion, and Gender in Augusta, Georgia, by James S. Humphrey; Gallagher, Lee & His Army in Confederate History, by Timothy D. Johnson; McCaslin, Lee in the Shadow of Washington, by S. Walker Blanton; Wynne and Taylor, The Civil War History Series: Florida in the Civil War, by David Cole; Taylor, Discovering the Civil War in Florida: A Reader and Guide, by Robert A. Taylor; Brown, Tampa in Civil War and Reconstruction, by Anthony J. Iacono; River and Brown, Laborers in the Vineyard of the Lord: The Beginnings of the AME Church in Florida, 1865-1895, by Lewis V. Baldwin; Rucker, Floridale: The Rise and Fall of a Florida Boom Community, by Dan Scott; Newton, The Invisible Empire: The Ku Klux Klan in Florida, by Paul J. Pruitt Jr.; Boles, ed., Autobiographical Reflections on Southern Religious History, by Sean H. McMahon; Coryell et al., eds., Negotiating Boundaries of Southern Womanhood: Dealing with the Powers that Be, by Joan Marie Johnson; Ginzl, Barnett: The Story of "Florida's Bank," by Edwin J. Perkins; Foley and Wood, The Great Fire of 1901, by David J. Ginzl; Renda, Taking Haiti: Military Occupation and the Culture of U.S. Imperialism, 1915-1940, by Matthew Smith; McGovern, And a Time for Hope: Americans in the Great Depression, by Alan Bliss; Frederickson, The Dixiecrat Revolt and the End of the Solid South, 1932-1968, by William C. Hine; Oliver, Multicolored Memories of a Black Southern Girl, by Fon Gordon; Dreifort, ed., Baseball History From Outside the Lines: A Reader, by James Lake; Hagan, Northern Passage: American Vietnam War Resisters in Canada, by John Ernst; Buhler-Wilkinson, No Place Like Home: A History of Nursing and Home Care in the United States, by Lygia Holcomb
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| 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) | 0.494 | 0.465 |
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".