Book reviews
Bibliographic record
Abstract
Elites, Parties and Democracy: Festschrift for Professor Mogens N. Pedersen edited by Erik Beukel, Kurt Klaudi Klausen and Poul Erik Mouritzen. Odense: Odense University Press, 1999. Pp.xii + 341. DKK 350 hb ISBN 87 7838 506 7. Horses in Midstream: U.S. Midterm Elections and their Consequences 1894–1998 by Andrew E. Busch. Pittsburgh, PA: University of Pittsburg Press, 1999. Pp.ix + 254. $45 hb ISBN 0 8229 4105 8; $19.95 pb ISBN 0 8229 5705 1. Race, Redistricting, and Representation: The Unintended Consequences of Black Majority Districts by David T. Canon. Chicago, IL: University of Chicago Press, 1999. Pp.xiv + 324. £35 hb ISBN 0 226 09270 4, £13 pb ISBN 0 226 09271 2. Rulemaking: How Government Agencies Write Law and Make Policy by Cornelius M. Kerwin. Washington DC: CQ Press, 1998 Second Edition. Pp.x + 294. $28.95 pb. ISBN 156802 418 5. The Republican Takeover of Congress edited by Dean McSweeney and John E. Owens. Basingstoke: Macmillan Press Ltd, 1998. Pp.xii + 202. £42.50 hb ISBN 0 333 66965 7. When Women Lead: Integrative Leadership in State Legislatures by Cindy Simon Rosenthal. New York: Oxford University Press, 1998. Pp.xiv + 240. £35 hb ISBN 0 19 511540 6. Reforming the House of Lords: Lessons from Overseas by Meg Russell. Oxford: Oxford University Press, 2000. Pp.xi + 368. £18.99 hb ISBN 0 19 829831 5. EU Committees as Influential Policymakers edited by M.P.C.M. Van Schendelen. Aldershot: Ashgate, 1998. Pp.xiv + 294 £42.50 hb ISBN 1 84014 724 5. The Dignity of Legislation by Jeremy Waldron. Cambridge: Cambridge University Press, 1999. Pp.xiii + 206. £35 hb ISBN 0 521 65092 5, £12.95 pb ISBN 0 521 65883 7.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.570 | 0.521 |
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".