Bibliographic record
Abstract
Nevitte, Neil, André Blais, Elisabeth Gidengil and Richard Nadeau. Unsteady State: The 1997 Canadian Federal Election. By Duff Spafford 177 Arend, Sylvie et Christiane Rabier. Le processus politique. Environnement, prise de décision et pouvoir. Par Christine Bout de l'An 178 Cairns, Alan C., John C. Courtney, Peter MacKinnon, Hans J. Michelmann and David E. Smith, eds. Citizenship, Diversity, and Pluralism: Canadian and Comparative Perspectives. By Idil Boran 180 Benoit, William L. Seeing Spots: A Functional Analysis of Presidential Advertisements, 1952-1996. By Richard Jenkins 182 Reichmann, Rebecca, ed. Race in Contemporary Brazil: From Indifference to Inequality. By Ronald Schmidt, Sr. 183 McLaren, Peter. Che Guevara, Paulo Freire, and the Pedagogy of Revolution. By Marco A. Navarro-Génie 184 Laffan, Michael. The Resurrection of Ireland: The Sinn Fein Party 1916-1923. By Gretchen Macmillan 186 Schmitter, Philippe C. How to Democratize the European Union . . . and Why Bother? By Amir Abedi 187 Mandelbaum, Michael, ed. The New European Diasporas: National Minorities and Conflict in Eastern Europe. By Pál Dunay 189 Guibernau, Monserrat. Nations without States: Political Communities in a Global Age. By Margaret Moore 192 Arneil, Barbara. Politics and Feminism. By Judith Squires 193 Miller, David. Principles of Social Justice. By Annabelle Lever 195 Carens, Joseph H. Culture, Citizenship, and Community: A Contextual Exploration of Justice as Evenhandedness. By Monique Deveaux 197 Joppke, Christian and Steven Lukes, eds. Multicultural Questions. By Alan Patten 198 Steinhart, Eric. On Nietzsche. By Craig Beam 200 Verma, Vidhu. Justice, Equality and Community: An Essay in Marxist Political Theory. By Brian Caterino 201 Stoett, Peter. Human and Global Security: An Exploration of Terms. By Lowell Ewert 203 Clement, Norris C., Gustavo del Castillo Vera, James Gerber, William A. Kerr, Alan J. MacFadyen, Stanford Shedd, Eduardo Zepeda and Diane Alarcón. North American Economic Integration: Theory and Practice. By Tony Porter 204 Enloe, Cynthia. Maneuvers: The International Politics of Militarizing Women's Lives. By Maya Eichler 205 Youngs, Gillian. International Relations in a Global Age: A Conceptual Challenge. By Sandra Whitworth 207 Paul, T.V. and John A. Hall, eds. International Order and the Future of World Politics. By Kim Richard Nossal 208 Deng, Yong and Fei-Ling Wang, eds. In the Eyes of the Dragon: China Views the World. By Jeremy Paltiel 210 Regan, Patrick M. Civil Wars and Foreign Powers: Outside Intervention in Intrastate Conflict. By Stephen Ryan 212 Sandler, Todd and Keith Hartley. The Political Economy of NATO: Past, Present, and into the 21st Century. By David G. Haglund 213 Yeung, May T., Nicholas Perdikis and William A. Kerr. Regional Trading Blocs in the Global Economy: The EU and ASEAN. By Richard Stubbs 215 Zeiler, Thomas W. Free Trade, Free World: The Advent of GATT. By Sir Nicholas Bayne, KCMG 216
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 | 0.004 | 0.030 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.003 |
| Bibliometrics | 0.009 | 0.007 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.009 | 0.008 |
| Open science | 0.006 | 0.005 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.246 | 0.188 |
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 source (direct Gemma or distilled Codex), 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".