NPS volume 33 issue 3 Cover and Back matter
Bibliographic record
Abstract
Douglas Northrop"Northrop goes a long waytoward reconstructing a key piece of theSoviet legacy: thehistory of the Bolsheviks'effortto uproot theoldandimpose thenewon theMuslim population of Uzbekistan between 7977 and7947."-ForeignAffairs $25.95 paper Empire of Nations Ethnographic Knowledge and the Making of the SovietUnionFrancine Hirsch Hirschexamines the waysin which former imperialethnographers and localelites provided the Bolsheviks with ethnographicknowledge that shaped the veryformation of the new Soviet Union.$59.95 cloth, $26.95 paper CULTUREAND SOCIETYAFTERSOCIALISM The Myth of Ethnic War Serbia and Croatia in the 1990S V. P. Gagnon Jr. "Contrary to thecommon view, which depicts nationalism asa euphoria of patriotic ecstasy, Gagnon introduces theproductive andsuggestive concept ofdemobilization, bywhich nationalism operates asa political strategy to emptypolitical space of concrete content and offer license to authoritarian regimes."-Eric Gordy, author of The Culture of Power inSerbia $35.00 cloth ..
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.709 | 0.510 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".