Capitalist development in the twentieth century an evolutionary-Keynesian analysis
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
Capitalism in the twentieth century was marked by periods of persistent bad performance alternating with episodes of good performance. A lot of economic research ignores this phenomenon; other work concentrates almost exclusively on developing technology as its cause. This 2001 book draws upon Schumpeterian, Institutional and Keynesian economics to investigate how far these swings in performance can be explained as integral to capitalist development. The authors consider the macroeconomic record of the developed capitalist economies over the past 100 years (including rates of growth, inflation and unemployment) as well as the interaction of economic variables with the changing structural features of the economy in the course of industrialization and transformation. This approach allows for changes both in the economic structure and in the economic variables to be generated within the system. This study will be essential reading for macroeconomists and economic historians
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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