Book reviews
Bibliographic record
Abstract
Matthew J. Payne, Stalin's Railroad: Turksib and the Building of Socialism, University of Pittsburgh Press, 2001. Pp.x + 384, 5pp. illus., map, 10 figures and tables, notes, biblio., glossary, index. $37.50. ISBN 0–8229–4166‐X. Sir Reader Bullard, edited by Julian and Margaret Bullard, Inside Stalin's Russia: The Diaries of Reader Bullard, 1930–1934, Oxfordshire, UK: Day Books, 2000. Pp.310, map, illus. £19.50. ISBN 0–9532–2131–8. Jay Lockenour, Soldiers as Citizens: Former Wehrmacht Officers in the Federal Republic of Germany, 1945–1955, Lincoln: University of Nebraska Press, 2001. Pp.255, biblio., index. $49.95. ISBN 0–8032–2940–2. Chen Jian, Mao's China and the Cold War, Chapel Hill, NC: University of North Carolina Press, 2001. Pp.xi + 400, biblio., essay, index. $19.95 (paper). ISBN 0–8078–4932–4. Michael McFaul, Russia's Unfinished Revolution: Political Change from Gorbachev to Putin, Ithaca and London: Cornell University Press, 2001. Pp.xv + 383, index. $39.95. ISBN 0–8014–3900–0. Pierre Martin and Mark R. Brawley (eds.), Alliance Politics, Kosovo, and NATO's War: Allied Forces or Forced Allies? New York: Palgrave Macmillan, 2001. Pp.284, index. $49.95. ISBN 0–3122–3817–7. Andrew Cottey, Timothy Edmunds and Anthony Forster (eds.), Democratic Control of the Military in Post‐Communist Europe: Guarding the Guards, Basingstoke, UK: Palgrave Macmillan, 2002. Pp.xii + 273, index. £50. ISBN 0–3339–4624–3.
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.
How this classification was reachedexpand
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 | 0.001 | 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 | 0.000 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".