Bibliographic record
Abstract
Since the fall of communism, laissez-faire capitalism has experienced renewed popularity. Flush with victory, the United States has embraced a particularly narrow and single-minded definition of capitalism and aggressively exported it worldwide. The defining trait of this brand of capitalism is an unwavering reverence for the icons of the market. Although promoted as a laissez-faire form of capitalism, it actually reflects the very evils of selfishness and greed by entrepreneurs that concerned Adam Smith. Capitalism, however, can thrive without an extreme emphasis on efficiency and personal autonomy. Americans often forget that theirs is a rather peculiar form of capitalism, that other Western nations successfully maintain capitalistic systems that are fundamentally more balanced and nuanced in their effect on society. The unnecessarily inhumane aspects of American capitalism become apparent when compared to Canadian and Western European societies, with their more generous policies regarding affirmative action, accommodation for disabled persons, and family and medical leave for pregnant woman and their partners. In American Law in the Age of Hypercapitalism, Ruth Colker examines how American law purports to reflect--and actively promotes--a laissez-faire capitalism that disproportionately benefits the entrepreneurial class. Colker proposes that the quality of American life depends also on fairness and equality rather than simply the single-minded and formulaic pursuit of efficiency and utility.
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.
How this classification was reachedexpand
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.003 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.010 | 0.013 |
| Open science | 0.025 | 0.013 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.079 | 0.058 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".