The End of Globalization: Reasons and Consequences
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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.
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 | 0.002 |
| 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 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it