THE ILLUSION OF WELL-BEING IN THE TRIPOLAR WORLD
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 US set the tone for modern development with ingenious tactics whereby the economy produces little and grows much, dominating the world market worker. Now, the European Union giving up industry, is trying to copy its strategy, but with a delay that can endanger the entire European Union, while China remains with the old strategy held by : Germany, the USSR or Japan in the past, of industrialization and production in mass for domestic and foreign markets. The three areas hold more than 20 trillion US dollars, being the mega-powers of the current world, while the rest of the states, with three exceptions (Japan 5 trillion, Great Britain and India each 3 trillion) have values below 2.5 trillion : Brazil, Russia, Canada, Australia and so on.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 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 it