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
Mike Dennis and Norman LaPorte, State and Minorities in Communist East Germany (Berghahn: New York, 2013) Reviewed by Catherine Plum Florian Illies, 1913. Der Sommer des Jahrhunderts (Fischer: Frankfurt/Main, 2012) Reviewed by Klaus Berghahn Howard Eiland and Michael W. Jennings, Walter Benjamin: A Critical Life (Cambridge: The Belknap Press of Harvard University Press, 2014) Reviewed by Gregory Smulewicz-Zucker Helmut Schmitz and Annette Seidel-Arpacı, ed., Narratives of Trauma: Discourses of German Wartime Suffering in National and International Perspective (Amsterdam: Rodopi, 2011) Reviewed by David Freis Triadafilos Triadafilopoulos, Becoming Multicultural: Immigration and the Politics of Membership in Canada and Germany (Vancouver: University of British Columbia Press, 2012) Reviewed by Matthew Eckel Frank Trommler. Kulturmacht ohne Kompass – Deutsche auswärtige Kulturbeziehungen im 20. Jahrhundert (Cologne: Böhlau Verlag, 2014). Reviewed by Malte Pehl
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 0.002 |
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