The Nature of Labor’s Vulnerability to Exploitation
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
I identify a hitherto unrecognized contribution of labor to production stemming from an innate sense of psychological ownership of the fruits of one’s labor. This is rooted in the consciousness accompanying all human activities and is distinct from legal ownership. Consciousness is inalienable; it cannot be contracted on. Labor’s psychological ownership generates quasi-rents, which can be appropriated by capitalist firms with market power. Monopsony power, now empirically seen to be ubiquitous in labor markets, has more serious efficiency and equity consequences than recognized. In a neoclassical framework, I also show why labor is uniquely vulnerable to exploitation—reconciling it with Marxian views. If capitalist owners are taken to be unaware of their workers’ psychological ownership, this exploitation occurs even in competitive labor markets. JEL Classification: P12, J22, J3, J42, D41
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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