Bibliographic record
Abstract
Many analysts claim that international politics has recently entered a new era, following the end of the Cold War and then the events of September 11th. In this book, Kalevi Holsti asks what we mean by 'change' in international politics. How do we identify it? How do we distinguish between significant and unimportant changes? Do we really live in a new era or do we see more continuity than transformation in the texture of international politics? Combining theoretical and empirical argument, Holsti investigates eight major international institutions including the state, sovereignty, territoriality, international law, diplomacy, trade and war. Having identified the types of change these institutions have undergone during the last three centuries, Holsti analyses the sources of those changes and speculates on their consequences. This is a major book, likely to have lasting influence in the study of international politics.
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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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.037 |
| Scholarly communication | 0.009 | 0.016 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.002 | 0.009 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".