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
For many Americans, capitalism is a dynamic engine of prosperity that rewards the bold, the daring, and the hardworking. But to many outside the United States, capitalism seems like an initiative that serves only to concentrate power and wealth in the hands of a few hereditary oligarchies. As A History of Corporate Governance around the World shows, neither conception is wrong. In this volume, some of the brightest minds in the field of economics present new empirical research that suggests that each side of the debate has something to offer the other. Free enterprise and well-developed financial systems are proven to produce growth in those countries that have them. But research also suggests that in some other capitalist countries, arrangements truly do concentrate corporate ownership in the hands of a few wealthy families. A History of Corporate Governance around the World provides historical studies of the patterns of corporate governance in several countries-including the large industrial economies of Canada, France, Germany, Italy, Japan, the United Kingdom, and the United States; larger developing economies like China and India; and alternative models like those of the Netherlands and Sweden.
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 | 0.002 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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