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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.011 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.009 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".