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
Book reviewed in this articles: Kamiński, Antoni A. Apostol prawdy i mitości: Filozoficzna młodość Michaila Bakunina Heftrich, Urs. Gogols Schuld und Sühne: Versuch einer Deutung des Romans Kertis, Dzh. Boris Eikhenbaum: Ego sem'ia, strana i russkaia literatura. Carleton, Gregory. Sexual Revolution in Bolshevik Russia. Dobrenko, Evgeny. The Making of the State Writer: Social and Aesthetic Origins of Soviet Literary Culture. Ball, Arnetha F. and Sarah Warshauer Freedman, eds. Bakhtinian Perspectives on Language, Literacy and Learning. Bogatyrev, Sergei, ed. Russia Takes Shape: Patterns of Integration from the Middle Ages to the Present . Anisimov, Evgenii V. Five Empresses: Court Life in Eighteenth‐Century Russia . Shcherbinin, P. P. Voennyi faktor v povsednevnoi zhizni russkoi zhenshchiny v XVIII‐nachale XX v.: Monografiia . Plokhy, Serhii. Unmaking Imperial Russia: Mykhailo Hrushevsky and the Writing of Ukrainian History . Häfner, Lutz. Gesellschaft als lokale Veranstaltung: Die Wolgastädte Kazan' und Saratov (1870–1914) . Daly, Jonathan W. The Watchful State: Security Police and Opposition in Russia, 1906–1917 . Davis, Donald E. and Eugene P. Trani. The First Cold War: The Legacy of Woodrow Wilson in U.S.‐Soviet Relations. Corney, Frederick C. Telling October: Memory and the Making of the Bolshevik Revolution . Grabowsky, Ingo. Agitprop in der Sowjetunion: Die Abteilung für Agitation und Propaganda 1920–1928 . Heeke, Matthias. Reisen zu den Sowjets: Der ausländische Tourismus in Rubland, 1921–1941. Mit einem bio‐bibliographischen Anhang zu 96 deutschen Reiseautoren . Leont'ev, Ia. and M. Iunge, comps. Vsesoiuznoe obshchestvo politkatorzhan i ssyl'noposelentsev: Obrazovanie, razvitie, likvidatsiia, 1921–1935 . Khlevniuk, Oleg V. The History of the Gulag: From Collectivization to the Great Terror . Rosenfeldt, Niels Erik, Bent Jensen, and Erik Kulavig, eds. Mechanisms of Power in the Soviet Union . Jansen, Marc and Nikita Petrov. Stalin's Loyal Executioner: People's Commissar Nikolai Ezhov, 1895–1940 . Yekelchyk, Serhy. Stalin's Empire of Memory: Russian‐Ukrainian Relations in the Historical Imagination . Harrison, Hope M. Driving the Soviets up the Wall: Soviet‐East German Relations, 1953–1961 . Gerasimov, I., et al, eds. Novaia imperskaia istoriia postsovetskogo prostranstva: Sbornik statei . Hellbirg‐Hirn, Elena. Imperial Imprints: Post‐Soviet St. Petersburg . King, Charles. The Black Sea: A History . English, Robert D. Russia and the Idea of the West: Gorbachev, Intellectuals and the End of the Cold War . Shevchenko, Iulia. The Central Government of Russia: From Gorbachev to Putin . Shleifer, Andrei. A Normal Country: Russia after Communism . Appel, Hillary. A New Capitalist Order: Privatization and Ideology in Russia and Eastern Europe . Ro'i, Yaacov, ed. Democracy and Pluralism in Muslim Eurasia . Bugajski, Janusz. Cold Peace: Russia's New Imperialism . Rosefielde, Steven. Russia in the 21 st Century: The Prodigal Superpower . Crosston, Matthew. Shadow Separatism: Implications for Democratic Consolidation . Urbanic, Allan and Beth Feinberg, eds. A Guide to Slavic Collections in the United States and Canada .
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 | 0.002 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.007 |
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