What causes polarized stagnation, corporate economy, or welfare state?: Insights from new development economics
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
Abstract This study explores polarized economic stagnation from the perspective of a capitalist corporate economy. It introduces two institutional policy paradigms: economic differentiation (ED) and economic egalitarianism (EE). ED‐friendly “market democracy” promotes shared growth, whereas EE‐friendly “egalitarian democracy” leads to polarized stagnation. The corporate economy is portrayed as the epitome of the ED institution leading shared growth, whereas the redistributive welfare state based on EE institutions could bring polarized stagnation. Empirical analysis tests these hypotheses and discovers that the world's polarized stagnation may be linked to “welfare policy under egalitarian democracy” rather than “corporate growth under market democracy” as commonly thought.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it