Bibliographic record
Abstract
Since 1968, vital organs, necessary for life, have been removed from patients for transplantation into patients in whom corresponding organs have ceased to function. Since then this has been morally justified by the claim that the donor is “brain dead” or has suffered “cardiac death.” Brain death is defined as complete and irreversible loss of all brain function, and cardiac death is declared two to five minutes after cessation of the heartbeat. The moral problem is that the criteria used to declare that brain death or cardiac death has occurred are arbitrary, open to serious world-wide debate, variable in definition and application, and, more seriously, do not necessarily provide moral certainty that real death has occurred and that such organ retrieval does not actually cause the death of the donor. This problem has been debated over the years at the Pontifical Academy of Sciences and remains a subject of legitimate debate to this day. The declaration of brain death or cardiac death also does not appear to be consistent with the teaching of Pope Benedict XVI that the definition of death receive the consensus of the entire scientific community and does not give everyone certainty that the primary criterion is respect for the life of the donor and that the organs are removed from a dead body, a cadaver.
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 | 0.000 | 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 | 0.000 | 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 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".