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
Thatcher, Ian, Regime and Society in Twentieth-Century Russia (Macmillan, 1999). Thomas, Nicholas and Eves, Richard (eds), Bad Colonists. The South Seas Letters of Vemon Lee Walker and Louis Becke (Duke University Press, 1999). Underwood, T. L. (ed.), The Acts of the Witnesses. The Autobiography of Lodowick Muggleton and Other Early Muggletonian Writings (Oxford University Press, 2000). Uribe-Uran,Victor, Honorable Lives. Lawyers, Family, and Politics in Colombia, 1780-1850 (University of Pittsburgh Press, 2000). Van Wingerden, Sophia, The Women's Suffrage Movement in Britain, 1866-1928 (St Martin's, 1999). Wagnleitner, Reinhold and May, Elaine Tyler (eds), 'Here, There and Everywhere'. The Foreign Politics of American Popular Culture (University Press of New England, 2000). Williams, Chris, Capitalism, Community and Conflict. The South Wales Coalfield 1898-1947 (University of Wales Press, 1998). The Woman Worker 1926-1929, ed. Hobbs, Margaret and Sangster, Joan (Canadian Committee on Labor History, 1999). Abernethy, David, The Dynamics of Global Dominance. European Overseas Empires 1413-1980 (Yale, 2000). Arkel, Tom, Evans, Nesta and Goose, Nigel (eds), When Death Do Us Part. Understanding and Interpreting the Probate Records of Early Modem England (Leopard's Head Press, 2000). Bamford, Samuel, The Diaries of Samuel Bamford, ed. Martin Hewitt and Robert Poole (St Martin's, 2000). Barak, Gregg, Crime and Crime Control. A Global View (Greenwood Publishing, 2000). Barroll, Leeds, Anna of Denmark, Queen of England. A Cultural Biography (University of Pennsylvania, 2001). Bellesiles, Michael, Arming America. The Origins of a National Gun Culture (Knopf, 2000). Bergdolt, Klaus, Leib und Seele. Eine Kulturgeschichte des gesunden Lebens (C. H. Beck, 1999). Bonoli, Giuliano, The Politics of Pension Reform. Institutions and Policy Change in Western Europe (Cambridge University Press, 2000). Cavanaugh, Catherine and Warne, Randi (eds), Telling Tales. Essays in Western Women's History (University of British Columbia Press, 2000). Cha-Jua, Sundiata Keita, America's First Black Town. Brooklyn, Illinois 1830-1915 (University of Illinois Press, 2000). Cross, Anthony, Peter the Great through British Eyes. Perceptions and Representations of the Tsar since 1698 (Cambridge University Press, 2001). Crummey, Donald, Land and Society in the Christian Kingdom of Ethiopia. From the Thirteenth to the Twentieth Century (University of Illinois Press, 2000). Davies, Andrew and Pearson, Geoffrey (eds), Histories of Crime and Modernity (British Journal of Criminology 39, I [Special Issue 1999]). Dubofsky, Melvyn, Hard Work. The Making of Labor History (University of Illinois Press, 2000). Dunn, Susan, Sister Revolutions. French Lightning, American Light (Faber & Faber, 1999). Ellis, Joseph, Founding Brothers. The Revolutionary Generation (Knopf, 2000). Evans, Grant et al. (eds), Where China Meets Southeast Asia. Social and Cultural Change in the Border Regions (St Martin's, 2001). Evergates, Theodore (ed.), Aristocratic Women in Medieval France (University of Pennsylvania Press, 1999). Figes, Orlando and Kolonitskii, Boris, Interpreting the Russian Revolution. The Language and Symbols of 1917 (Yale University Press, 1999). Fleming, Peter, Family and Household in Medieval England (Palgrave, 2001). Gunther, Richard and Mughan, Anthony (eds), Democracy and the Media. A Comparative Perspective (Cambridge University Press, 2000). Habib, Irfan, The Agrarian System of Mughal India, 1556-1707,2nd rev. edn (Oxford University Press, 2000). Hargreaves, John, Freedom for Catalonia. Catalan Nationalism, Spanish Identity and the Barcelona Olympic Games (Cambridge University Press, 2000). Herbert,Trevor (ed.), The British Brass Band. A Musical and Social History (Oxford University Press, 2000). Honeyman, Katrina, Women, Gender and Industrialisation in England, 1700-1870 (Macmillan, 2000). Imbruglia, Girolamo (ed.), Naples in the Eighteenth Century.The Birth and Death of a Nation State (Cambridge University Press, 2000). Kingston, Beverley, Oxford History of Australia. Glad, Confident Morning 1860-1900 (Oxford University Press, 2000). Klaren, Peter, Peru. Society and Nationhood in the Andes (Oxford University Press, 2000). Kors, Alan and Peters, Edward (eds), Witchcraft in Europe 400-1700. A Documentary History, 2nd. edn (University of Pennsylvania Press, 2001). Laqueur, Walter (ed.), The Holocaust Encyclopedia (Yale University Press, 2001). Lewis, Jan Ellen and Onuf, Peter (eds), Sally Hemings and Thomas Jefferson. History, Memory and Civic Culture (University Press of Virginia, 1999). Lindenfeld, Jacqueline, The French in the United States. An Ethnographic Study (Greenwood Publishing, 2000). Lockhart, James, Of Things of the Indies. Essays Old and New in Early Latin American History (Stanford University Press, 2000). MacRaild, Donald and Martin, David, Labour in British Society, 1830-1914 (Palgrave, 2000). Hanrahan, Nancy, Difference in Time. A Critical Theory of Culture (Praeger, 2000). McLeod, Hugh, Secularisation in Western Europe, 1848-1914 (Palgrave, 2000). Merback, Mitchell, The Thief, the Cross and the Wheel. Pain and the of Punishment in Medieval and Renaissance Europe (University of Chicago Press, 1999). Moira, Donald and Rees,Tim (eds), Reinterpreting Revolution in Twentieth-Century Europe (Macmillan, 2001). Moore, Jacqueline, Leading the Race. The Transformation of the Black Elite in the Nation's Capital 1880-1920 (University of Virginia Press, 1999). Notermans, Ton, Money, Markets, and the State. Social Democratic Economic Policies since 1918 (Cambridge University Press, 2000). Panter-Brick, Catherine and Smith, Malcolm (eds), Abandoned Children (Cambridge University Press, 2000). Pinto, Antonio, The Blue Shirts. Portuguese Fascists and the New State (Social Science Monographs, 2000). Rotberg, Robert (ed.), Socal Mobility and Modernization. A Journal of Interdisciplinary History Reader (MIT Press, 2000). Rutland, Robert (ed.), Clio's Favorites. Leading Historians of the United States 1945-2000 (University of Missouri Press, 2001). Serbin, Kenneth, Secret Dialogues. Church-State Relations, Torture, and Social Justice in Authoritarian Brazil (University of Pittsburgh Press, 2000). Shambaugh, David (ed.), The Modem Chinese State (Cambridge University Press, 2000). Siegrist, Hannes and Sugarman, David (eds), Eigentum im internationalen Vergleich 18.-20. Jahrhundert (Vandenhoeck & Ruprecht, 1999). Simmons, Clare, Eyes Across the Channel. French Revolutions, Party History and British Writing, 1830-1882 (Harwood Academic Publishers, 2000). Taylor, Robert, The TUC. From the General Strike to the New Unionism (Palgrave, 2000).
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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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