Bibliographic record
Abstract
Over the last thirty years, personal debt loads have increased dramatically. Lower income earners borrow money to purchase basic goods and services, so their debt is frequently non-discretionary. The impact of non-discretionary personal debt on debtors can be as, if not more, harmful than government regulations that have been declared unconstitutional. In this regard, the impact of personal debt is tantamount to the impact of a civil rights violation. What separates the impact of unconstitutional state action from that of personal debt is the assumption that only the latter are the result of consensual transactions. Consent, however, is not a dyadic phenomenon, it exists in gradations. The quality of consent is weakened when the agent is making choices in response to pressures, and the empirical question of the extent to which a consent transaction is unforced is distinct from the normative question of whether a transaction is legitimate, or fair. It is necessary to devise a new taxonomy of language to clearly distinguish the empirical and normative questions. This elucidates the fact that lower income people are under more pressure to borrow money than are upper income individuals to pay progressive rates of income tax. To argue that the latter are ‘coerced,’ is to admit that the low income individual’s decision to borrow is similarly forced. This admission suggests that a significant portion of citizens of market-based economies (notably Canada and the U.S.) are being forced to endure harms tantamount to civil rights violations. The admission also suggests that free markets harbour forces that undermine individual autonomy, and the absence of corrective state regulation exacerbates the problem.
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 | 0.001 | 0.000 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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; a candidate call from one teacher head, not a consensus.
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".