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
European Democratization since 1800 edited by J. Garrard, V. Tolz and R. White. Basingstoke: Macmillan, 2000. Pp.x + 292; index. £45 (hardback). ISBN 0 3337 3894 2 Changing Party Systems in Western Europe edited by David Broughton and Mark Donovan. London: Pinter, 1999. Pp.315; index. £55 (hardback); £16.99 (paperback). ISBN 1 85567 327 4 and 328 2 How France Votes edited by M. Lewis‐Beck. New York and London: Chatham House, 2000. Pp.xi + 292; index. £18.99 (paperback). ISBN 1 56643 069 0 Democracy the Swedish Way: The 1999 SNS Democratic Audit of Sweden by Olof Petersson, Klaus von Beyme, Lauri Karvonen, Birgitta Nedelmann and Eivind Smith (trans. by Frank G. Perry). Stockholm: SNS Forlag, 1999. Pp.165; bibliography. SEK (Swedish crowns) 300 (paperback). ISBN 91 7150 7612 On My Country and the World by M. Gorbachev (trans. by G. Shriver). New York and Chichester: Columbia University Press and John Wiley, 2000. Pp.278; index. £19.00 (hardback). ISBN 0 231 11514 8 The Limits of Empire: The United States and Southeast Asia since World War II by Robert J. McMahon. New York: Columbia University Press, 1999. Pp.ix + 276; index; bibliographic essay; map. £36 (hardback); £13.95 (paperback). ISBN 0 231 10880 X and 10881 8 China's Political System: Modernization and Tradition by June Teufel Dreyer. Basingstoke: Macmillan Press, 2000. Pp xvii + 347; index. £16.50 (paperback). ISBN 0 333 91287 X The Postcommunist Citizen edited by Samuel H. Barnes and Janos Simon. Budapest: Erasmus Foundation and Institute for Political Science of the Hungarian Academy of Sciences, 1998. Pp.272; index. NP (paperback). ISBN 963 03 5551 5 Federal Practice: Exploring Alternatives for Georgia and Abkhazia edited by Bruno Coppieters, David Darchiashvili and Natella Akaba. Brussels: VUB University Press, 2000. Pp.281. £14.45 (paperback). ISBN 90 5487 2381 Intellectual Politics in Post‐Tiananmen China, Social Text, No.55 edited by Xudong Zhang. Durham: Duke University Press, 1998. Pp.14. US$12 (paperback). ISBN 0 8223 6463 8 Mass Politics and Culture in Democratizing Korea by Doh C. Shin. Cambridge: Cambridge University Press, 1999. Pp.Xxxv +335; index. £37.50 (hardback); £13.95 (paperback). ISBN 0521 651468 and 67823 2 Towards Mexico's Democratization: Parties, Campaigns, Elections and Public Opinion edited by Jorge Domínguez and Alejandro Poiré. London: Routledge, 1999. Pp.xii + 251; index. £45 (hardback); £14.99 (paperback). ISBN: 0 415 92159 7 and 92158 9 Democratization in Africa edited by L. Diamond and M.F. Plattner. Baltimore, MD and London: Johns Hopkins University Press, 1999. Pp.xxvii + 244; index. £32.50 (hardback); £12.50 (paperback). ISBN 0 8018 6272 8 and 6273 6 Democracy and Decentralisation in South Asia and West Africa: Participation, Accountability and Performance by Richard C. Crook and James Manor. Cambridge: Cambridge University Press, 1998. Pp.xvi + 335; index; bibliography. £45 (hardback); £15.95 (paperback). ISBN 0 521 63157 2 and 63647 7 Predatory Globalization: A Critique by Richard Falk. Cambridge: Polity Press, 1999. Pp.x + 217; index. £49.50 (hardback); £14.99 (paperback). ISBN 0 7456 0935 X and 0936 8 The Myth of Global Chaos by Y. Sadowski. Washington, DC: Brookings Institution Press, 1998. Pp.xv + 267; index. NP (hardback) ISBN 0 8157 7664 0 Political Economy and the Changing Global Order, Second Edition edited by Richard Stubbs and Geoffrey R.D. Underhill. Ontario: Oxford University Press, 2000. Pp.x + 422. £18.99 (paperback). ISBN 0 19 541 4640 Critical Citizens: Global Support for Democratic Governance edited by Pippa Norris. Oxford: Oxford University Press, 1999. Pp.xv + 303; index. £45.00 (hardback); £16.99 (paperback). ISBN 0 19 829479 4 and 829568 5 Democracy's Edges edited by I. Shapiro and C. Hacker‐Cordón. Cambridge: Cambridge University Press, 1999. Pp.xiii + 297; index. £35 (hardback); £12.95 (paperback). ISBN 0 521 64356 and 64389 9 Revitalizing the State: A Menu of Options by Pradip N. Khandwalla. New Delhi and London: Sage Publications, 1999. Pp.304; index. £27.50 (hardback). ISBN 0 7619 9316 9 The Self‐Restraining State edited by A. Schedler, L. Diamond and M.F. Plattner. Boulder, CO: Lynne Rienner Publishers, 1999. Pp.x + 393; index. US$59.95 (hardback); US$24.95 (paperback). ISBN 1 55587 773 7 and 774 5 Technology and Popular Participation edited by Brian Martin. Wollongong: University of Wollongong, Science and Technology Studies, 1999. Pp.263. Gratis (paperback). ISBN 0 86418 559 6 Contemporary Social and Political Theory: An Introduction by F. Ashe et al. Buckingham: Open University Press, 1999. Pp.xi + 209; glossary; bibliography; index. £45 (hardback); £14.99 (paperback). ISBN 0 335 19625 X and 19624 1 The New Political Culture edited by Terry Nichols Clark and Vincent Hoffman‐Martinot. Boulder, CO: Westview, 1998. Pp.298; index. $65 (hardback); $26.95 (paperback). ISBN 0 8133 2814 4 and 6694 1
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) | 0.007 | 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