Bibliographic record
Abstract
The financial crisis of 2008 turned into a global crisis of trans-capitalism that had formed in the last quarter of the XXth century in three dimensions: economic, energy security and climate (environmental). The measures undertaken today by the United States and other countries that form the core of the global financial system are focused on preservation of it and do not affect the major institutional sources of the crisis. The emphasis is made on the fire-fighting methods that are based on the monetary dogmas prescribing fast and unsecured issuance of US the dollars. This creates highly dangerous imbalances in the global economy. The United States is turning from a generator of controlled chaos in the world into a generator of unmanaged chaos. In 2006-2007, China overtook the United States in terms of the real GDP. This means a change of the world's economic leader, and the current global crisis is a consequence of this fact. Still, despite the decline of its power, the United States remains an undisputed project, information, scientific and technological and military-political leader of the modern world.
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.
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 | 0.000 | 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) | 0.005 | 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".