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
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.
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 | 0.001 | 0.001 |
| 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) | 0.001 | 0.000 |
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