Income Distribution, Household Debt and Growth in Modern Financialized Economies
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
:We analyze some core features of the institutional transformation of the Canadian and U.S. economies over the last half century, as they became increasingly financialized economies resting on household consumption as the key contributor to economic growth, despite weak growth in real wages and personal disposable income. This growth in consumption spending is highly fragile not only because it is a debt-led growth that has relied on an unsustainable expansion of household indebtedness largely dependent on credit bubbles in the housing market, but also because of the perverse form of this indebtedness. Studied from the angle of disaggregated household consumption/saving behavior, it is the poorest and most vulnerable households who have been building up unsustainable debt, thereby presaging increasing financial fragility and crises.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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