Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Books reviewed: Jan E. Dizard, Robert Merrill Muth and Stephen P. Andrews Jr. (eds.), Guns in America: A Reader. David K. Adams and Cornelis A. van Minnen (eds.), Aspects of War in American History Stuart Banner Anglo‐American Securities Regulation: Cultural and Political Roots, 1690–1860 Conrad Edick Wright and Katheryn P. Viens (eds.), Entrepreneurs: The Boston Business Community, 1700–1850 Frank Lambert Inventing the ‘Great Awakening’ Russell Snapp John Stuart and the Struggle for Empire on the Southern Frontier Philip McFarland The Brave Bostonians: Hutchinson, Quincy, Franklin, and the Coming of the American Revolution Richard Buel In Irons: Britain’s Naval Supremacy and the American Revolutionary Economy Max M. Mintz Seeds of Empire: The American Revolutionary Conquest of the Iroquois Donald R. Kennon (eds.), A Republic for the Ages: The United States Capitol and the Political Culture of the Early Republic Christina Vella Intimate Enemies: The Two Worlds of the Baroness de Pontalba William E. Van Vugt Britain to America: Mid‐nineteenth‐century Immigrants to the United States John Harley Warner Against the Spirit of System: The French Impulse in Nineteenth‐century American Medicine Leonard G. Wilson Lyell in America: Transatlantic Geology, 1841–1853 Gerda Lerner The Feminist Thought of Sarah Grimké Emmett M. Essin Shavetails and Bell Sharps: The History of the US Army Mule Steven E. Woodworth The Art of Command in the Civil War Daniel E. Sutherland Fredericksburg and Chancellorsville: The Dare Mark Campaign James M. McPherson and Patricia R. McPherson (eds.), Lamson of the Gettysburg: The Civil War Letters of Lieutenant Roswell H. Lamson, US Navy Ann Hartwell Britton and Thomas J. Reed (eds.), To My Beloved Wife and Boy at Home: The Letters and Diaries of Orderly Sergeant John F. L. Hartwell John Beatty The Citizen Soldier: The Memoirs of a Civil War Volunteer Philip M. Katz From Appomattox to Montmartre: Americans and the Paris Commune Jeffrey Burton Indian Territory and the United States, 1866–1906: Courts, Government, and the Movement for Oklahoma Statehood Charles W. Allen From Fort Laramie to Wounded Knee: In the West that Was Edward J. Renehan Jr. The Lion’s Pride: Theodore Roosevelt and his Family in Peace and War John C. Spurlock and Cynthia A. Magistro New and Improved: The Transformation of American Women’s Emotional Culture Mark Meigs Optimism at Armageddon: Voices of American Participants in the First World War Edwin J. Perkins Wall Street to Main Street: Charles Merrill and Middle Class Investors John Howard Carryin’ on in the Lesbian and Gay South Peter N. Stearns Battleground of Desire: The Struggle for Self‐control in Modern America William Doyle Inside the Oval Of ce: The White House Tapes from FDR to Clinton Ronald Edsforth The New Deal: America’s Response to the Great Depression Kevin Starr Endangered Dreams: The Great Depression in California M. J. Heale Franklin D. Roosevelt: The New Deal and War Kevin Ruane War and Revolution in Vietnam, 1930–75 Vivienne Sanders The USA and Vietnam, 1945–75 Peter Lowe The Vietnam War One Day Too Long: Top Secret Site 85 and the Bombing of North Vietnam Timothy N. Castle David S. Painter The Cold War: An International History Carl L. Kell and L. Raymond Camp In the Name of the Father: The Rhetoric of the New Southern Baptist Convention Keith Walden Becoming Modern in Toronto: The Industrial Exhibition and the Shaping of a Late Victorian Culture Matthew Restall The Maya World: Yucatec Culture and Society, 1550–1850 Stephen J. Randall and Graeme S. Mount The Caribbean Basin: An International History Boris Fausto A Concise History of Brazil
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.005 |
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 it