Bibliographic record
Abstract
THE MERCHANT OF MANCHAC: THE LETTERBOOKS OF JOHN FITZPATRICK, 1768-1790, edited by Margaret Fisher Dalrymple, reviewed by William S. Coker; EARLY MEDICAL HISTORY OF PINELLAS PENINSULA: A QUADRICENTENNIAL EPOCH, by Frederick Eberson, reviewed by William M. Straight; THE SOUTH, A HISTORY, by I. A. Newby, reviewed by Bell I. Wiley; ANDREW JACKSON IND THE COURSE OF AMERICAN EMPIRE, 1767-1821, by Robert V. Remini, reviewed by Edwin A. Miles; DEEP LIKE THE RIVERS: EDUCATION IN THE SLAVE QUARTER COMMUNITY, 1831-1865, by Thomas L. Webber, reviewed by Peter Kolchin; POLITICS AND POWER IN A SLAVE SOCIETY: ALABAMA, 1800-1860, by J. Mills Thornton III, reviewed by John Hebron Moore; LIBERTY AND UNION: THE CRISIS OF POPULAR GOVERNMENT, 1830-1890, by David Herbert Donald, reviewed by William I. Hair; SEARCHING FOR THE INVISIBLE MAN: SLAVES AND PLANTATION LIFE IN JAMAICA, by Michael Craton, reviewed by Edward L. Cox; THE ROOTS OF BLACK POVERTY: THE SOUTHERN PLANTATION ECONOMY AFTER THE CIVIL WAR, by Jay R. Mandle, reviewed by LaWanda Cox; JOHN COLLIER’S CRUSADE FOR INDIAN REFORM, 1920-1954, by Kenneth R. Philp, reviewed by W. David Baird; SUCH AS US: SOUTHERN VOICES OF THE THIRTIES, edited by Tom E. Terrill and Jerrold Hirsch, reviewed by Wayne Flynt; A NEW DEAL FOR BLACKS: THE EMERGENCE OF CIVIL RIGHTS AS A NATIONAL ISSUE. VOLUME 1: THE DEPRESSION YEARS, by Harvard Sitkoff, reviewed by Elliott Rudwick; THE AFRO-AMERICAN WOMAN: STRUGGLES AND IMAGES, edited by Sharon Harley and Rosalyn Terborg-Penn, reviewed by Emma Lou Thornbrough; LOST TRIBES AND PROMISED LANDS: THE ORIGINS OF AMERICAN RACISM, by Ronald Sanders, reviewed by Abraham P. Nasatir
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.000 |
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.
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; a candidate call from one teacher head, not a consensus.
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".