How Do External Interdependencies Work? The Example of Geopolitics and Democracy in Poland
Bibliographic record
Abstract
How Do External Interdependencies Work? The Example of Geopolitics and Democracy... fying because -as history has proven beyond doubt -globalization assumes various forms. The main features of the next metamorphosis are coming not only from the West, but also from the Rest of the world. Niall Ferguson presents six "killer applications:" competition, science, the rule of law, modern medicine, consumerism, and the work ethic, that made the West so prosperous, but now "the days of Western predominance are numbered because the Rest have finally downloaded the six killer apps" We must observe new developments, as they will certainly impact the situation of Poland and Central Europe. The current turmoil in trade between the USA and the EU, China, or Canada are a matter of minor importance compared to the tragic events of 1914-1945 that saw two World Wars and the rise of totalitarian regimes. Although nobody wants history to repeat itself, we must reconcile ourselves to the fact that some countries will withdraw from global cooperation. We have witnessed such political maneuvers in the period 1914-1945, when with the wave of de-globalization brought total wars and totalitarian regimes. Let us hope that the present de-globalization wave will be no more durable than the past one.
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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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".