The Injustice of Enforced Equal Access to Transplant Operations: Rethinking Reckless Claims of Fairness
Bibliographic record
Abstract
The globalizing or totalizing imposition of a particular understanding of justice, fairness, or equality, as seen, for example, in Canada's single health care system, which forbids the sale of private insurance and the purchase of better basic health care, cannot be justified in general secular terms because of the following limitations: (1) the plurality of understandings of justice, fairness, and equality, and (2) the inability to establish one understanding as canonical. The secular state lacks plausible moral authority for the coercive imposition of one such account on peaceable, consenting adults. This state of affairs, with regard to the weakness of human moral epistemological powers, means that the secular state fails to have the moral authority to forbid coercively the sale and purchase of organs. It further lacks the secular, moral authority to impose equal access to organ transplantations. Assertions of such authority amount to reckless claims of fairness, and for this reason, health care policy must be set within the constraints of limited, constitutional regimes.
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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 | 0.039 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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 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".