The End of Globalization: Reasons and Consequences
Bibliographic record
Abstract
The crisis of trust in two pillows of modern society - in state (Keynesian approach) and in market (neoliberal approach) is recognized by many leading scientists as from Russia, so from Europe and America. The world becomes more uncertain and unsustainable from personal to global level. Globalization from one hand and uncertainty and the “end of the world as we know it” from the other hand make societies become “liquid”, without sustainable identity and normative core. The fear gets an economic and political term and comes from realizing fundamentally fragile personal and common security in economic, political and social fields. Post crisis world still had not been determined since the end of old world order is evident but there is no idea about the new. The situation of global uncertainess - Interregnum - dominates. The same comes to the values which used to be recognized as universal but now they face hostility of non-western world. The populism revenge in USA and Europe is a strong indication of this process.
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.018 |
| Scholarly communication | 0.007 | 0.008 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 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".